7 files changed, 2418 insertions, 0 deletions

diff --git a/README.md b/README.md
index 2bbf938..1e840d3 100644
--- a/README.md
+++ b/README.md
@@ -116,6 +116,16 @@ Collect summaries:
 ./scripts/collect_results.sh
 ```
 
+Audit existing results without GPU:
+
+```bash
+python3 scripts/audit_results.py --min-epochs 10
+```
+
+This writes `analysis/result_audit.md`, `analysis/result_cells.csv`,
+`analysis/paired_deltas.csv`, `analysis/delta_summary.csv`, and
+`analysis/coverage.csv`.
+
 ## Backbones
 
 The implemented 2D view/backbone list is shared across ZINC and OGB:
diff --git a/analysis/coverage.csv b/analysis/coverage.csv
new file mode 100644
index 0000000..08e58b3
--- /dev/null
+++ b/analysis/coverage.csv
@@ -0,0 +1,562 @@
+dataset,view,compute_family,status,n_runs,seeds,missing_seeds,labels

+ogbg-molbace,appnp,classic,ok,1,0,,classic

+ogbg-molbace,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,appnp,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,arma,classic,ok,1,0,,classic

+ogbg-molbace,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,cheb,classic,ok,1,0,,classic

+ogbg-molbace,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,film,classic,ok,1,0,,classic

+ogbg-molbace,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,gatv2,classic,ok,1,0,,classic

+ogbg-molbace,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,gcn,classic,ok,1,0,,classic

+ogbg-molbace,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,gcn,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,gen,classic,ok,1,0,,classic

+ogbg-molbace,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,gin,classic,ok,1,0,,classic

+ogbg-molbace,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,gin,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,gine,classic,ok,1,0,,classic

+ogbg-molbace,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,graphconv,classic,ok,1,0,,classic

+ogbg-molbace,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,graphconv,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,graphsage,classic,ok,1,0,,classic

+ogbg-molbace,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,mf,classic,ok,1,0,,classic

+ogbg-molbace,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,pna,classic,ok,1,0,,classic

+ogbg-molbace,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,resgated,classic,ok,1,0,,classic

+ogbg-molbace,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,sgc,classic,ok,1,0,,classic

+ogbg-molbace,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,sgc,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,tag,classic,ok,1,0,,classic

+ogbg-molbace,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,tag,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbace,transformer,classic,ok,1,0,,classic

+ogbg-molbace,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbace,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,appnp,classic,ok,1,0,,classic

+ogbg-molbbbp,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,appnp,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,arma,classic,ok,1,0,,classic

+ogbg-molbbbp,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,cheb,classic,ok,1,0,,classic

+ogbg-molbbbp,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,film,classic,ok,1,0,,classic

+ogbg-molbbbp,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,gatv2,classic,ok,1,0,,classic

+ogbg-molbbbp,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,gcn,classic,ok,1,0,,classic

+ogbg-molbbbp,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,gcn,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,gen,classic,ok,1,0,,classic

+ogbg-molbbbp,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,gin,classic,ok,1,0,,classic

+ogbg-molbbbp,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,gin,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,gine,classic,ok,1,0,,classic

+ogbg-molbbbp,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,graphconv,classic,ok,1,0,,classic

+ogbg-molbbbp,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,graphconv,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,graphsage,classic,ok,1,0,,classic

+ogbg-molbbbp,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,mf,classic,ok,1,0,,classic

+ogbg-molbbbp,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,pna,classic,ok,1,0,,classic

+ogbg-molbbbp,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,resgated,classic,ok,1,0,,classic

+ogbg-molbbbp,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molbbbp,sgc,classic,ok,1,0,,classic

+ogbg-molbbbp,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,sgc,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,tag,classic,ok,1,0,,classic

+ogbg-molbbbp,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,tag,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molbbbp,transformer,classic,ok,1,0,,classic

+ogbg-molbbbp,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molbbbp,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,appnp,classic,ok,1,0,,classic

+ogbg-molclintox,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,appnp,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,arma,classic,ok,1,0,,classic

+ogbg-molclintox,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,cheb,classic,ok,1,0,,classic

+ogbg-molclintox,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,film,classic,ok,1,0,,classic

+ogbg-molclintox,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,gatv2,classic,ok,1,0,,classic

+ogbg-molclintox,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,gcn,classic,ok,1,0,,classic

+ogbg-molclintox,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,gcn,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,gen,classic,ok,1,0,,classic

+ogbg-molclintox,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,gin,classic,ok,1,0,,classic

+ogbg-molclintox,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,gin,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,gine,classic,ok,1,0,,classic

+ogbg-molclintox,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,graphconv,classic,ok,1,0,,classic

+ogbg-molclintox,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,graphconv,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,graphsage,classic,ok,1,0,,classic

+ogbg-molclintox,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,mf,classic,ok,1,0,,classic

+ogbg-molclintox,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,pna,classic,ok,1,0,,classic

+ogbg-molclintox,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,resgated,classic,ok,1,0,,classic

+ogbg-molclintox,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,sgc,classic,ok,1,0,,classic

+ogbg-molclintox,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,sgc,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,tag,classic,ok,1,0,,classic

+ogbg-molclintox,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,tag,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molclintox,transformer,classic,ok,1,0,,classic

+ogbg-molclintox,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molclintox,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,appnp,classic,ok,1,0,,classic

+ogbg-molesol,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,appnp,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,arma,classic,ok,1,0,,classic

+ogbg-molesol,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,cheb,classic,ok,1,0,,classic

+ogbg-molesol,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,film,classic,ok,1,0,,classic

+ogbg-molesol,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,gatv2,classic,ok,1,0,,classic

+ogbg-molesol,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,gcn,classic,ok,1,0,,classic

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+ogbg-molesol,gcn,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,gen,classic,ok,1,0,,classic

+ogbg-molesol,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,gin,classic,ok,1,0,,classic

+ogbg-molesol,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,gin,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,gine,classic,ok,1,0,,classic

+ogbg-molesol,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,graphconv,classic,ok,1,0,,classic

+ogbg-molesol,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,graphconv,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,graphsage,classic,ok,1,0,,classic

+ogbg-molesol,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,mf,classic,ok,1,0,,classic

+ogbg-molesol,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,pna,classic,ok,1,0,,classic

+ogbg-molesol,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,pna,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,resgated,classic,ok,1,0,,classic

+ogbg-molesol,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,resgated,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,sgc,classic,ok,1,0,,classic

+ogbg-molesol,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,sgc,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,tag,classic,ok,1,0,,classic

+ogbg-molesol,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,tag,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molesol,transformer,classic,ok,1,0,,classic

+ogbg-molesol,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molesol,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molfreesolv,appnp,classic,ok,1,0,,classic

+ogbg-molfreesolv,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,appnp,rrog-act,missing,0,,0,

+ogbg-molfreesolv,arma,classic,ok,1,0,,classic

+ogbg-molfreesolv,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,arma,rrog-act,missing,0,,0,

+ogbg-molfreesolv,cheb,classic,ok,1,0,,classic

+ogbg-molfreesolv,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,cheb,rrog-act,missing,0,,0,

+ogbg-molfreesolv,film,classic,ok,1,0,,classic

+ogbg-molfreesolv,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,film,rrog-act,missing,0,,0,

+ogbg-molfreesolv,gatv2,classic,ok,1,0,,classic

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+ogbg-molfreesolv,gatv2,rrog-act,missing,0,,0,

+ogbg-molfreesolv,gcn,classic,ok,1,0,,classic

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+ogbg-molfreesolv,gcn,rrog-act,missing,0,,0,

+ogbg-molfreesolv,gen,classic,ok,1,0,,classic

+ogbg-molfreesolv,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,gen,rrog-act,missing,0,,0,

+ogbg-molfreesolv,gin,classic,ok,1,0,,classic

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+ogbg-molfreesolv,gin,rrog-act,missing,0,,0,

+ogbg-molfreesolv,gine,classic,ok,1,0,,classic

+ogbg-molfreesolv,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,gine,rrog-act,missing,0,,0,

+ogbg-molfreesolv,graphconv,classic,ok,1,0,,classic

+ogbg-molfreesolv,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,graphconv,rrog-act,missing,0,,0,

+ogbg-molfreesolv,graphsage,classic,ok,1,0,,classic

+ogbg-molfreesolv,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,graphsage,rrog-act,missing,0,,0,

+ogbg-molfreesolv,mf,classic,ok,1,0,,classic

+ogbg-molfreesolv,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,mf,rrog-act,missing,0,,0,

+ogbg-molfreesolv,pna,classic,ok,1,0,,classic

+ogbg-molfreesolv,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,pna,rrog-act,missing,0,,0,

+ogbg-molfreesolv,resgated,classic,ok,1,0,,classic

+ogbg-molfreesolv,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,resgated,rrog-act,missing,0,,0,

+ogbg-molfreesolv,sgc,classic,ok,1,0,,classic

+ogbg-molfreesolv,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,sgc,rrog-act,missing,0,,0,

+ogbg-molfreesolv,tag,classic,ok,1,0,,classic

+ogbg-molfreesolv,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,tag,rrog-act,missing,0,,0,

+ogbg-molfreesolv,transformer,classic,ok,1,0,,classic

+ogbg-molfreesolv,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molfreesolv,transformer,rrog-act,missing,0,,0,

+ogbg-molhiv,appnp,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,appnp,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,appnp,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molhiv,arma,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,arma,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,cheb,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,cheb,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,film,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,film,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,gatv2,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,gatv2,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,gcn,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,gcn,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,gcn,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molhiv,gen,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,gen,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,gin,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,gin,fixed-rrog,ok,5,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,gin,rrog-act,ok,4,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30 | rrog-act-stream-T1-ns3-hm8-min4-loss0.1-lq0.1-hex0.1-qw30

+ogbg-molhiv,gine,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,gine,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,graphconv,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,graphconv,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,graphconv,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molhiv,graphsage,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,graphsage,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,mf,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,mf,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,pna,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,pna,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,resgated,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,resgated,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molhiv,sgc,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,sgc,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,sgc,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molhiv,tag,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,tag,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,tag,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molhiv,transformer,classic,ok,3,0 1 2,,classic

+ogbg-molhiv,transformer,fixed-rrog,ok,4,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T3-ns3

+ogbg-molhiv,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,appnp,classic,ok,1,0,,classic

+ogbg-mollipo,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,appnp,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,arma,classic,ok,1,0,,classic

+ogbg-mollipo,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,cheb,classic,ok,1,0,,classic

+ogbg-mollipo,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,film,classic,ok,1,0,,classic

+ogbg-mollipo,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,gatv2,classic,ok,1,0,,classic

+ogbg-mollipo,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,gcn,classic,ok,1,0,,classic

+ogbg-mollipo,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,gcn,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,gen,classic,ok,1,0,,classic

+ogbg-mollipo,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,gin,classic,ok,1,0,,classic

+ogbg-mollipo,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,gin,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,gine,classic,ok,1,0,,classic

+ogbg-mollipo,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,graphconv,classic,ok,1,0,,classic

+ogbg-mollipo,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,graphconv,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,graphsage,classic,ok,1,0,,classic

+ogbg-mollipo,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,mf,classic,ok,1,0,,classic

+ogbg-mollipo,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,pna,classic,ok,1,0,,classic

+ogbg-mollipo,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,pna,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,resgated,classic,ok,1,0,,classic

+ogbg-mollipo,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,resgated,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,sgc,classic,ok,1,0,,classic

+ogbg-mollipo,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,sgc,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,tag,classic,ok,1,0,,classic

+ogbg-mollipo,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,tag,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-mollipo,transformer,classic,ok,1,0,,classic

+ogbg-mollipo,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-mollipo,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molpcba,appnp,classic,missing,0,,0,

+ogbg-molpcba,appnp,fixed-rrog,missing,0,,0,

+ogbg-molpcba,appnp,rrog-act,missing,0,,0,

+ogbg-molpcba,arma,classic,missing,0,,0,

+ogbg-molpcba,arma,fixed-rrog,missing,0,,0,

+ogbg-molpcba,arma,rrog-act,missing,0,,0,

+ogbg-molpcba,cheb,classic,missing,0,,0,

+ogbg-molpcba,cheb,fixed-rrog,missing,0,,0,

+ogbg-molpcba,cheb,rrog-act,missing,0,,0,

+ogbg-molpcba,film,classic,missing,0,,0,

+ogbg-molpcba,film,fixed-rrog,missing,0,,0,

+ogbg-molpcba,film,rrog-act,missing,0,,0,

+ogbg-molpcba,gatv2,classic,missing,0,,0,

+ogbg-molpcba,gatv2,fixed-rrog,missing,0,,0,

+ogbg-molpcba,gatv2,rrog-act,missing,0,,0,

+ogbg-molpcba,gcn,classic,missing,0,,0,

+ogbg-molpcba,gcn,fixed-rrog,missing,0,,0,

+ogbg-molpcba,gcn,rrog-act,missing,0,,0,

+ogbg-molpcba,gen,classic,missing,0,,0,

+ogbg-molpcba,gen,fixed-rrog,missing,0,,0,

+ogbg-molpcba,gen,rrog-act,missing,0,,0,

+ogbg-molpcba,gin,classic,missing,0,,0,

+ogbg-molpcba,gin,fixed-rrog,missing,0,,0,

+ogbg-molpcba,gin,rrog-act,missing,0,,0,

+ogbg-molpcba,gine,classic,missing,0,,0,

+ogbg-molpcba,gine,fixed-rrog,missing,0,,0,

+ogbg-molpcba,gine,rrog-act,missing,0,,0,

+ogbg-molpcba,graphconv,classic,missing,0,,0,

+ogbg-molpcba,graphconv,fixed-rrog,missing,0,,0,

+ogbg-molpcba,graphconv,rrog-act,missing,0,,0,

+ogbg-molpcba,graphsage,classic,missing,0,,0,

+ogbg-molpcba,graphsage,fixed-rrog,missing,0,,0,

+ogbg-molpcba,graphsage,rrog-act,missing,0,,0,

+ogbg-molpcba,mf,classic,missing,0,,0,

+ogbg-molpcba,mf,fixed-rrog,missing,0,,0,

+ogbg-molpcba,mf,rrog-act,missing,0,,0,

+ogbg-molpcba,pna,classic,missing,0,,0,

+ogbg-molpcba,pna,fixed-rrog,missing,0,,0,

+ogbg-molpcba,pna,rrog-act,missing,0,,0,

+ogbg-molpcba,resgated,classic,missing,0,,0,

+ogbg-molpcba,resgated,fixed-rrog,missing,0,,0,

+ogbg-molpcba,resgated,rrog-act,missing,0,,0,

+ogbg-molpcba,sgc,classic,missing,0,,0,

+ogbg-molpcba,sgc,fixed-rrog,missing,0,,0,

+ogbg-molpcba,sgc,rrog-act,missing,0,,0,

+ogbg-molpcba,tag,classic,missing,0,,0,

+ogbg-molpcba,tag,fixed-rrog,missing,0,,0,

+ogbg-molpcba,tag,rrog-act,missing,0,,0,

+ogbg-molpcba,transformer,classic,missing,0,,0,

+ogbg-molpcba,transformer,fixed-rrog,missing,0,,0,

+ogbg-molpcba,transformer,rrog-act,missing,0,,0,

+ogbg-molsider,appnp,classic,ok,1,0,,classic

+ogbg-molsider,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,appnp,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,arma,classic,ok,1,0,,classic

+ogbg-molsider,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,cheb,classic,ok,1,0,,classic

+ogbg-molsider,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,film,classic,ok,1,0,,classic

+ogbg-molsider,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,gatv2,classic,ok,1,0,,classic

+ogbg-molsider,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,gcn,classic,ok,1,0,,classic

+ogbg-molsider,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,gcn,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,gen,classic,ok,1,0,,classic

+ogbg-molsider,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,gin,classic,ok,1,0,,classic

+ogbg-molsider,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,gin,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,gine,classic,ok,1,0,,classic

+ogbg-molsider,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,graphconv,classic,ok,1,0,,classic

+ogbg-molsider,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,graphconv,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,graphsage,classic,ok,1,0,,classic

+ogbg-molsider,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,mf,classic,ok,1,0,,classic

+ogbg-molsider,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,pna,classic,ok,1,0,,classic

+ogbg-molsider,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,resgated,classic,ok,1,0,,classic

+ogbg-molsider,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-molsider,sgc,classic,ok,1,0,,classic

+ogbg-molsider,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,sgc,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,tag,classic,ok,1,0,,classic

+ogbg-molsider,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,tag,rrog-act,ok,3,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30

+ogbg-molsider,transformer,classic,ok,1,0,,classic

+ogbg-molsider,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-molsider,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,appnp,classic,ok,1,0,,classic

+ogbg-moltox21,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,appnp,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,arma,classic,ok,1,0,,classic

+ogbg-moltox21,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,arma,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,cheb,classic,ok,1,0,,classic

+ogbg-moltox21,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,cheb,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,film,classic,ok,1,0,,classic

+ogbg-moltox21,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,film,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,gatv2,classic,ok,1,0,,classic

+ogbg-moltox21,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,gatv2,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,gcn,classic,ok,1,0,,classic

+ogbg-moltox21,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,gcn,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,gen,classic,ok,1,0,,classic

+ogbg-moltox21,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,gen,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,gin,classic,ok,1,0,,classic

+ogbg-moltox21,gin,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,gin,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,gine,classic,ok,1,0,,classic

+ogbg-moltox21,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,gine,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,graphconv,classic,ok,1,0,,classic

+ogbg-moltox21,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,graphconv,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,graphsage,classic,ok,1,0,,classic

+ogbg-moltox21,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,graphsage,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,mf,classic,ok,1,0,,classic

+ogbg-moltox21,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,mf,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,pna,classic,ok,1,0,,classic

+ogbg-moltox21,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,pna,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,resgated,classic,ok,1,0,,classic

+ogbg-moltox21,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,resgated,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,sgc,classic,ok,1,0,,classic

+ogbg-moltox21,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,sgc,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,tag,classic,ok,1,0,,classic

+ogbg-moltox21,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,tag,rrog-act,ok,2,0,,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+ogbg-moltox21,transformer,classic,ok,1,0,,classic

+ogbg-moltox21,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3

+ogbg-moltox21,transformer,rrog-act,ok,1,0,,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0

+zinc-cycle56,appnp,classic,ok,1,0,,classic

+zinc-cycle56,appnp,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,appnp,rrog-act,missing,0,,0,

+zinc-cycle56,arma,classic,ok,1,0,,classic

+zinc-cycle56,arma,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,arma,rrog-act,missing,0,,0,

+zinc-cycle56,cheb,classic,ok,1,0,,classic

+zinc-cycle56,cheb,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,cheb,rrog-act,missing,0,,0,

+zinc-cycle56,film,classic,ok,1,0,,classic

+zinc-cycle56,film,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,film,rrog-act,missing,0,,0,

+zinc-cycle56,gatv2,classic,ok,1,0,,classic

+zinc-cycle56,gatv2,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,gatv2,rrog-act,missing,0,,0,

+zinc-cycle56,gcn,classic,ok,1,0,,classic

+zinc-cycle56,gcn,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,gcn,rrog-act,missing,0,,0,

+zinc-cycle56,gen,classic,ok,1,0,,classic

+zinc-cycle56,gen,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,gen,rrog-act,missing,0,,0,

+zinc-cycle56,gin,classic,ok,3,0 1 2,,classic

+zinc-cycle56,gin,fixed-rrog,ok,6,0 1 2,,fixed-rrog-T1-ns3 | fixed-rrog-T1-ns3+trace | fixed-rrog-T3-ns3 | fixed-rrog-T3-ns3+trace

+zinc-cycle56,gin,rrog-act,ok,1,0,,rrog-act-T1-ns3

+zinc-cycle56,gine,classic,ok,1,0,,classic

+zinc-cycle56,gine,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,gine,rrog-act,missing,0,,0,

+zinc-cycle56,graphconv,classic,ok,1,0,,classic

+zinc-cycle56,graphconv,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,graphconv,rrog-act,missing,0,,0,

+zinc-cycle56,graphsage,classic,ok,1,0,,classic

+zinc-cycle56,graphsage,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,graphsage,rrog-act,missing,0,,0,

+zinc-cycle56,mf,classic,ok,1,0,,classic

+zinc-cycle56,mf,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,mf,rrog-act,missing,0,,0,

+zinc-cycle56,pna,classic,ok,1,0,,classic

+zinc-cycle56,pna,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,pna,rrog-act,missing,0,,0,

+zinc-cycle56,resgated,classic,ok,1,0,,classic

+zinc-cycle56,resgated,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,resgated,rrog-act,missing,0,,0,

+zinc-cycle56,sgc,classic,ok,1,0,,classic

+zinc-cycle56,sgc,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,sgc,rrog-act,missing,0,,0,

+zinc-cycle56,tag,classic,ok,1,0,,classic

+zinc-cycle56,tag,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,tag,rrog-act,missing,0,,0,

+zinc-cycle56,transformer,classic,ok,1,0,,classic

+zinc-cycle56,transformer,fixed-rrog,ok,1,0,,fixed-rrog-T1-ns3+trace

+zinc-cycle56,transformer,rrog-act,missing,0,,0,

diff --git a/analysis/delta_summary.csv b/analysis/delta_summary.csv
new file mode 100644
index 0000000..6cc29a2
--- /dev/null
+++ b/analysis/delta_summary.csv
@@ -0,0 +1,11 @@
+compute_family,compute_label,n,test_mean_delta,test_median_delta,test_positive,test_negative,val_mean_delta,val_positive,adaptive_mean_delta,adaptive_positive,adaptive_negative,adaptive_steps_mean

+fixed-rrog,fixed-rrog-T1-ns3,188,-0.005703072900148269,-0.00034071801384455425,93,95,-0.01806706555021541,93,nan,,,nan

+fixed-rrog,fixed-rrog-T1-ns3+trace,19,0.07991405615681096,0.08913613855838776,18,1,0.07893792069271992,18,nan,,,nan

+fixed-rrog,fixed-rrog-T3-ns3,19,-0.0037926982393593433,-0.0018134765059192315,9,10,-0.009590717860605386,10,nan,,,nan

+fixed-rrog,fixed-rrog-T3-ns3+trace,1,0.08202143758535385,0.08202143758535385,1,0,0.05898839980363846,1,nan,,,nan

+rrog-act,rrog-act-T1-ns3,1,-0.3885040730237961,-0.3885040730237961,0,1,-0.3620675578713417,0,nan,,,nan

+rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,48,-0.006325438070001819,0.00393295358990331,26,22,-0.011600660721294882,16,0.008406227690676324,33,15,3.309777736189251

+rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,136,-0.0682191788691525,-0.01042312118157418,50,86,-0.8361416121498131,46,-0.005685123366696114,61,75,3.5878046042603926

+rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,18,0.02254182972500806,0.023008117236968106,14,4,-0.004868921319669052,8,0.027397150468957472,14,4,4.276968171382939

+rrog-act,rrog-act-stream-T1-ns3-hm8-min4-loss0.1-lq0.1-hex0.1-qw30,1,0.025043936731107164,0.025043936731107164,1,0,0.0008267195767193147,1,0.025043936731107275,1,0,8.0

+view-only,view-only-T0-ns3,4,-0.015328366712373753,-0.011397477741941775,1,3,-0.0044428522437781615,1,nan,,,nan

diff --git a/analysis/paired_deltas.csv b/analysis/paired_deltas.csv
new file mode 100644
index 0000000..97d7905
--- /dev/null
+++ b/analysis/paired_deltas.csv
@@ -0,0 +1,436 @@
+dataset,view,compute_family,compute_label,seed,metric,direction,base_val,base_test,val,test,adaptive_test,val_delta,test_delta,adaptive_test_delta,adaptive_steps,fixed_steps,epochs,hidden,T,n_sup,source,base_source

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+ogbg-molbace,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6564102564102564,0.7423056859676577,0.6802197802197802,0.6833594157537818,0.7826464962615197,0.023809523809523836,-0.058946270213875884,0.04034081029386205,2.0921052631578947,8.0,100,128,1,3,runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json

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+ogbg-molfreesolv,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.4772303104400635,2.0041325092315674,3.0919928550720215,2.0244016647338867,,-0.614762544631958,-0.020269155502319336,,,,100,128,1,3,runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json

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+ogbg-molfreesolv,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.687361001968384,2.3825674057006836,2.735919952392578,2.0588314533233643,,-0.048558950424194336,0.32373595237731934,,,,100,128,1,3,runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json

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+zinc-cycle56,pna,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.15648001432418823,0.1538698524236679,0.12157470732927322,0.10561451315879822,,0.03490530699491501,0.04825533926486969,,,,200,64,1,3,runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,resgated,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.3183244466781616,0.3167867660522461,0.18337031453847885,0.1764901727437973,,0.13495413213968277,0.1402965933084488,,,,200,64,1,3,runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,sgc,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.6286703646183014,0.6431848108768463,0.5008351653814316,0.5065882056951523,,0.1278351992368698,0.13659660518169403,,,,200,64,1,3,runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,tag,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.2888871505856514,0.28305479139089584,0.14095376804471016,0.13859563320875168,,0.14793338254094124,0.14445915818214417,,,,200,64,1,3,runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,transformer,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.38368000090122223,0.3759562522172928,0.30924636125564575,0.326844722032547,,0.07443363964557648,0.04911153018474579,,,,200,64,1,3,runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json

diff --git a/analysis/result_audit.md b/analysis/result_audit.md
new file mode 100644
index 0000000..e43824d
--- /dev/null
+++ b/analysis/result_audit.md
@@ -0,0 +1,185 @@
+# Result Audit
+
+Generated: 2026-06-29T12:56:27
+
+## Scope
+
+- Raw JSON files scanned: 952
+- Deduplicated runs after min-epoch filter: 641
+- Aggregated cells: 568
+- Paired non-classic deltas vs matching classic: 435
+- Unpaired non-classic runs: 0
+- Missing expected cells: 84
+- Cells missing expected seeds: 0
+
+## Delta Summary
+
+| family | label | n | test mean | test median | test +/- | val mean | adaptive mean | steps |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| fixed-rrog | fixed-rrog-T1-ns3 | 188 | -0.0057 | -0.0003 | 93/95 | -0.0181 |  |  |
+| fixed-rrog | fixed-rrog-T1-ns3+trace | 19 | 0.0799 | 0.0891 | 18/1 | 0.0789 |  |  |
+| fixed-rrog | fixed-rrog-T3-ns3 | 19 | -0.0038 | -0.0018 | 9/10 | -0.0096 |  |  |
+| fixed-rrog | fixed-rrog-T3-ns3+trace | 1 | 0.0820 | 0.0820 | 1/0 | 0.0590 |  |  |
+| rrog-act | rrog-act-T1-ns3 | 1 | -0.3885 | -0.3885 | 0/1 | -0.3621 |  |  |
+| rrog-act | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 48 | -0.0063 | 0.0039 | 26/22 | -0.0116 | 0.0084 | 3.31 |
+| rrog-act | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 136 | -0.0682 | -0.0104 | 50/86 | -0.8361 | -0.0057 | 3.59 |
+| rrog-act | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30 | 18 | 0.0225 | 0.0230 | 14/4 | -0.0049 | 0.0274 | 4.28 |
+| rrog-act | rrog-act-stream-T1-ns3-hm8-min4-loss0.1-lq0.1-hex0.1-qw30 | 1 | 0.0250 | 0.0250 | 1/0 | 0.0008 | 0.0250 | 8.00 |
+| view-only | view-only-T0-ns3 | 4 | -0.0153 | -0.0114 | 1/3 | -0.0044 |  |  |
+
+## Worst Fixed-Test Deltas
+
+| dataset | view | label | seed | metric | val delta | test delta | source |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ogbg-molesol | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.3860 | -1.0751 | ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2824 | -0.9588 | ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -107.6151 | -0.8520 | ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molfreesolv | arma | fixed-rrog-T1-ns3 | 0 | rmse | -0.8021 | -0.7053 | ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-molfreesolv | gine | fixed-rrog-T1-ns3 | 0 | rmse | -1.1508 | -0.5963 | ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-molesol | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1534 | -0.5697 | ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.3694 | -0.5023 | ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2905 | -0.4644 | ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| zinc-cycle56 | gin | rrog-act-T1-ns3 | 0 | mae_sum | -0.3621 | -0.3885 | rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json |
+| ogbg-molfreesolv | graphconv | fixed-rrog-T1-ns3 | 0 | rmse | -0.3792 | -0.3476 | ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-molfreesolv | gen | fixed-rrog-T1-ns3 | 0 | rmse | -0.3011 | -0.3476 | ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-molfreesolv | film | fixed-rrog-T1-ns3 | 0 | rmse | -0.1406 | -0.3460 | ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-mollipo | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.3503 | -0.3382 | ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1907 | -0.3191 | ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molfreesolv | mf | fixed-rrog-T1-ns3 | 0 | rmse | 0.2313 | -0.3007 | ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-molbace | gcn | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | rocauc | 0.0234 | -0.2975 | ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2019 | -0.2856 | ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1548 | -0.2831 | ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2446 | -0.2689 | ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2927 | -0.2415 | ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2159 | -0.2369 | ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1739 | -0.2348 | ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2243 | -0.2341 | ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2254 | -0.2007 | ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1924 | -0.1969 | ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1692 | -0.1969 | ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1973 | -0.1943 | ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1447 | -0.1925 | ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molfreesolv | pna | fixed-rrog-T1-ns3 | 0 | rmse | -0.9708 | -0.1669 | ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json |
+| ogbg-mollipo | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2374 | -0.1663 | ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+
+## Worst Adaptive-Test Deltas
+
+| dataset | view | label | seed | metric | adaptive delta | steps | source |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| ogbg-mollipo | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.5420 | 6.02 | ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2157 | 2.61 | ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbace | gcn | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.2031 | 2.84 | ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.2009 | 4.32 | ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1996 | 4.25 | ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1965 | 5.46 | ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1229 | 2.54 | ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.1001 | 4.61 | ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0974 | 3.21 | ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0880 | 2.40 | ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molclintox | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0855 | 3.26 | ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0812 | 2.35 | ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molhiv | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0771 | 2.06 | ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molclintox | resgated | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0768 | 2.03 | ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbbbp | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0739 | 3.59 | ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbace | graphconv | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0687 | 2.00 | ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0677 | 2.60 | ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0628 | 2.29 | ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molsider | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0578 | 7.90 | ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molsider | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0567 | 8.00 | ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbbbp | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0555 | 3.21 | ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molhiv | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0551 | 2.21 | ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-mollipo | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0540 | 2.32 | ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbace | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0537 | 3.98 | ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molesol | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rmse | -0.0512 | 2.35 | ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbace | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0509 | 5.26 | ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbbbp | appnp | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0507 | 2.01 | ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbbbp | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0483 | 3.79 | ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molclintox | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0475 | 2.71 | ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+| ogbg-molbbbp | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | rocauc | -0.0404 | 2.17 | ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json |
+
+## Val-Positive Test-Negative Cases
+
+| dataset | view | label | seed | val delta | test delta |
+| --- | --- | --- | --- | --- | --- |
+| ogbg-molfreesolv | mf | fixed-rrog-T1-ns3 | 0 | 0.2313 | -0.3007 |
+| ogbg-molbace | gcn | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | 0.0234 | -0.2975 |
+| ogbg-molesol | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0115 | -0.1411 |
+| ogbg-molclintox | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0640 | -0.1404 |
+| ogbg-molesol | gin | fixed-rrog-T1-ns3 | 0 | 0.0540 | -0.0899 |
+| ogbg-molbbbp | resgated | fixed-rrog-T1-ns3 | 0 | 0.0352 | -0.0787 |
+| ogbg-molclintox | appnp | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | 0.0875 | -0.0772 |
+| ogbg-molhiv | gine | fixed-rrog-T1-ns3 | 2 | 0.0086 | -0.0719 |
+| ogbg-molbbbp | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0108 | -0.0716 |
+| ogbg-molesol | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0272 | -0.0686 |
+| ogbg-molbbbp | gcn | fixed-rrog-T1-ns3 | 0 | 0.0031 | -0.0663 |
+| ogbg-molesol | arma | fixed-rrog-T1-ns3 | 0 | 0.0160 | -0.0606 |
+| ogbg-molbace | appnp | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | 0.0238 | -0.0589 |
+| ogbg-molhiv | mf | fixed-rrog-T1-ns3 | 2 | 0.0028 | -0.0587 |
+| ogbg-molsider | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0332 | -0.0569 |
+| ogbg-molbace | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0223 | -0.0563 |
+| ogbg-molclintox | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0053 | -0.0553 |
+| ogbg-molbbbp | gcn | rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0 | 0 | 0.0044 | -0.0542 |
+| ogbg-molbace | tag | fixed-rrog-T1-ns3 | 0 | 0.0271 | -0.0539 |
+| ogbg-molhiv | graphsage | fixed-rrog-T1-ns3 | 2 | 0.0033 | -0.0465 |
+| ogbg-molbace | gine | fixed-rrog-T1-ns3 | 0 | 0.0044 | -0.0461 |
+| ogbg-molesol | gen | fixed-rrog-T1-ns3 | 0 | 0.0062 | -0.0444 |
+| ogbg-molhiv | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0229 | -0.0427 |
+| ogbg-molclintox | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0333 | -0.0407 |
+| ogbg-molbace | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0432 | -0.0388 |
+| ogbg-molbbbp | graphsage | fixed-rrog-T1-ns3 | 0 | 0.0019 | -0.0354 |
+| ogbg-molbbbp | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0044 | -0.0332 |
+| ogbg-molhiv | arma | fixed-rrog-T1-ns3 | 0 | 0.0084 | -0.0329 |
+| ogbg-molbbbp | appnp | fixed-rrog-T1-ns3 | 0 | 0.0213 | -0.0314 |
+| ogbg-molbace | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | 0 | 0.0271 | -0.0304 |
+
+## First Missing Expected Cells
+
+| dataset | view | family |
+| --- | --- | --- |
+| ogbg-molfreesolv | appnp | rrog-act |
+| ogbg-molfreesolv | arma | rrog-act |
+| ogbg-molfreesolv | cheb | rrog-act |
+| ogbg-molfreesolv | film | rrog-act |
+| ogbg-molfreesolv | gatv2 | rrog-act |
+| ogbg-molfreesolv | gcn | rrog-act |
+| ogbg-molfreesolv | gen | rrog-act |
+| ogbg-molfreesolv | gin | rrog-act |
+| ogbg-molfreesolv | gine | rrog-act |
+| ogbg-molfreesolv | graphconv | rrog-act |
+| ogbg-molfreesolv | graphsage | rrog-act |
+| ogbg-molfreesolv | mf | rrog-act |
+| ogbg-molfreesolv | pna | rrog-act |
+| ogbg-molfreesolv | resgated | rrog-act |
+| ogbg-molfreesolv | sgc | rrog-act |
+| ogbg-molfreesolv | tag | rrog-act |
+| ogbg-molfreesolv | transformer | rrog-act |
+| ogbg-molpcba | appnp | classic |
+| ogbg-molpcba | appnp | fixed-rrog |
+| ogbg-molpcba | appnp | rrog-act |
+| ogbg-molpcba | arma | classic |
+| ogbg-molpcba | arma | fixed-rrog |
+| ogbg-molpcba | arma | rrog-act |
+| ogbg-molpcba | cheb | classic |
+| ogbg-molpcba | cheb | fixed-rrog |
+| ogbg-molpcba | cheb | rrog-act |
+| ogbg-molpcba | film | classic |
+| ogbg-molpcba | film | fixed-rrog |
+| ogbg-molpcba | film | rrog-act |
+| ogbg-molpcba | gatv2 | classic |
+| ogbg-molpcba | gatv2 | fixed-rrog |
+| ogbg-molpcba | gatv2 | rrog-act |
+| ogbg-molpcba | gcn | classic |
+| ogbg-molpcba | gcn | fixed-rrog |
+| ogbg-molpcba | gcn | rrog-act |
+| ogbg-molpcba | gen | classic |
+| ogbg-molpcba | gen | fixed-rrog |
+| ogbg-molpcba | gen | rrog-act |
+| ogbg-molpcba | gin | classic |
+| ogbg-molpcba | gin | fixed-rrog |
+
+## Files
+
+- `analysis/result_cells.csv`: one row per deduplicated dataset/backbone/compute cell.
+- `analysis/paired_deltas.csv`: seed-paired deltas against matching classic baselines.
+- `analysis/delta_summary.csv`: aggregate delta statistics by compute label.
+- `analysis/coverage.csv`: expected matrix coverage from `rrog.runspecs`.
diff --git a/analysis/result_cells.csv b/analysis/result_cells.csv
new file mode 100644
index 0000000..e36ed70
--- /dev/null
+++ b/analysis/result_cells.csv
@@ -0,0 +1,569 @@
+dataset,view,compute_family,compute_label,metric,n,seeds,epochs_min,epochs_max,hidden,T,n_sup,val_mean,val_std,test_mean,test_std,adaptive_test_mean,adaptive_steps_mean,sources

+ogbg-molbace,appnp,classic,classic,rocauc,1,0,100,100,128,-1,1,0.6564102564102564,0.0,0.7423056859676577,0.0,nan,nan,runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,appnp,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.7168498168498169,0.0,0.7209181011997913,0.0,nan,nan,runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6802197802197802,0.0,0.6833594157537818,0.0,0.7826464962615197,2.0921052631578947,runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6835164835164835,0.0,0.7118761954442705,0.0,0.7328290732046601,2.1315789473684212,runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,arma,classic,classic,rocauc,1,0,100,100,128,-1,1,0.6923076923076924,0.0,0.7838636758824552,0.0,nan,nan,runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,arma,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.717948717948718,0.0,0.7671709267953399,0.0,nan,nan,runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.7355311355311356,0.0,0.7450878108155102,0.0,0.7645626847504782,4.375,runs/ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,cheb,classic,classic,rocauc,1,0,100,100,128,-1,1,0.7267399267399268,0.0,0.7969048861067639,0.0,nan,nan,runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,cheb,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.7113553113553114,0.0,0.7532603025560771,0.0,nan,nan,runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.7164835164835166,0.0,0.8007303077725613,0.0,0.8120326899669622,2.598684210526316,runs/ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,film,classic,classic,rocauc,1,0,100,100,128,-1,1,0.6703296703296703,0.0,0.7242218744566161,0.0,nan,nan,runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,film,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.6652014652014652,0.0,0.7242218744566163,0.0,nan,nan,runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6467032967032967,0.0,0.6802295252999478,0.0,0.6732742131803164,5.256578947368421,runs/ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gatv2,classic,classic,rocauc,1,0,100,100,128,-1,1,0.702930402930403,0.0,0.7400452095287776,0.0,nan,nan,runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,gatv2,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.7025641025641026,0.0,0.751869240132151,0.0,nan,nan,runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.7131868131868132,0.0,0.8261171970092158,0.0,0.8262910798122065,4.006578947368421,runs/ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gcn,classic,classic,rocauc,1,0,100,100,128,-1,1,0.638095238095238,0.0,0.7393496783168144,0.0,nan,nan,runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,gcn,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.6373626373626374,0.0,0.7732568249000173,0.0,nan,nan,runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6615384615384615,0.0,0.4418362023995827,0.0,0.5362545644235784,2.8421052631578947,runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.7201465201465201,0.0,0.7483915840723353,0.0,0.7450878108155105,3.960526315789474,runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gen,classic,classic,rocauc,1,0,100,100,128,-1,1,0.7128205128205128,0.0,0.7325682490001738,0.0,nan,nan,runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,gen,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.6893772893772894,0.0,0.7449139280125194,0.0,nan,nan,runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6534798534798535,0.0,0.6915319074943488,0.0,0.6788384628760215,3.9802631578947367,runs/ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gin,classic,classic,rocauc,1,0,100,100,128,-1,1,0.652014652014652,0.0,0.7336115458181186,0.0,nan,nan,runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json

+ogbg-molbace,gin,fixed-rrog,fixed-rrog-T1-ns3,rocauc,1,0,100,100,128,1,3,0.6538461538461539,0.0,0.7169187967310032,0.0,nan,nan,runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json

+ogbg-molbace,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6630036630036631,0.0,0.7275256477134411,0.0,0.7369153190749435,2.0526315789473686,runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json

+ogbg-molbace,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,rocauc,1,0,100,100,128,1,3,0.6802197802197802,0.0,0.723526343244653,0.0,0.721961398017736,3.473684210526316,runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json

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+zinc-cycle56,appnp,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.972976565361023,0.0,0.9845137298107147,0.0,nan,nan,runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,arma,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.34562167525291443,0.0,0.34058618545532227,0.0,nan,nan,runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,arma,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.24144195765256882,0.0,0.23776107281446457,0.0,nan,nan,runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,cheb,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.4038321077823639,0.0,0.38865508139133453,0.0,nan,nan,runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,cheb,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.28958043456077576,0.0,0.2829608619213104,0.0,nan,nan,runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,film,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.49058468639850616,0.0,0.49975302815437317,0.0,nan,nan,runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,film,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.6898398697376251,0.0,0.6643163859844208,0.0,nan,nan,runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,gatv2,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.40844398736953735,0.0,0.40119151771068573,0.0,nan,nan,runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,gatv2,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.3155035600066185,0.0,0.312055379152298,0.0,nan,nan,runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,gcn,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.582095205783844,0.0,0.5854156017303467,0.0,nan,nan,runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,gcn,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.4380410462617874,0.0,0.4603327363729477,0.0,nan,nan,runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,gen,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.3961227983236313,0.0,0.38542981445789337,0.0,nan,nan,runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,gen,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.35539427399635315,0.0,0.3404654413461685,0.0,nan,nan,runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,gin,classic,classic,mae_sum,3,0 1 2,200,200,64,-1,1,0.3183373436331749,0.02849443226135274,0.31871038178602856,0.029048562197123106,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1.json runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2.json

+zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3,mae_sum,1,0,200,200,64,1,3,0.3137560561299324,0.0,0.3368864059448242,0.0,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_s0.json

+zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,3,0 1 2,200,200,64,1,3,0.2336856797337532,0.013145219611574424,0.2345675602555275,0.01495035780839491,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1.json runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2.json

+zinc-cycle56,gin,fixed-rrog,fixed-rrog-T3-ns3,mae_sum,1,0,200,200,64,3,3,0.42782577872276306,0.0,0.4530402570962906,0.0,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_s0.json

+zinc-cycle56,gin,fixed-rrog,fixed-rrog-T3-ns3+trace,mae_sum,1,0,200,200,64,3,3,0.23220579326152802,0.0,0.21241378039121628,0.0,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0.json

+zinc-cycle56,gin,rrog-act,rrog-act-T1-ns3,mae_sum,1,0,200,200,64,1,3,0.6532617509365082,0.0,0.6829392910003662,0.0,nan,nan,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json

+zinc-cycle56,gine,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.2386670559644699,0.0,0.2316817045211792,0.0,nan,nan,runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,gine,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.16412604227662086,0.0,0.15089066326618195,0.0,nan,nan,runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,graphconv,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.35074493288993835,0.0,0.3461977690458298,0.0,nan,nan,runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,graphconv,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.2091468647122383,0.0,0.20597393065690994,0.0,nan,nan,runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,graphsage,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.41341349482536316,0.0,0.4179231524467468,0.0,nan,nan,runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,graphsage,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.3381274715065956,0.0,0.3406890481710434,0.0,nan,nan,runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,mf,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.3051450550556183,0.0,0.3030868023633957,0.0,nan,nan,runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,mf,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.19865397363901138,0.0,0.1910635456442833,0.0,nan,nan,runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,pna,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.15648001432418823,0.0,0.1538698524236679,0.0,nan,nan,runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,pna,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.12157470732927322,0.0,0.10561451315879822,0.0,nan,nan,runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,resgated,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.3183244466781616,0.0,0.3167867660522461,0.0,nan,nan,runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,resgated,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.18337031453847885,0.0,0.1764901727437973,0.0,nan,nan,runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,sgc,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.6286703646183014,0.0,0.6431848108768463,0.0,nan,nan,runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,sgc,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.5008351653814316,0.0,0.5065882056951523,0.0,nan,nan,runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,tag,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.2888871505856514,0.0,0.28305479139089584,0.0,nan,nan,runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,tag,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.14095376804471016,0.0,0.13859563320875168,0.0,nan,nan,runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json

+zinc-cycle56,transformer,classic,classic,mae_sum,1,0,200,200,64,-1,1,0.38368000090122223,0.0,0.3759562522172928,0.0,nan,nan,runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json

+zinc-cycle56,transformer,fixed-rrog,fixed-rrog-T1-ns3+trace,mae_sum,1,0,200,200,64,1,3,0.30924636125564575,0.0,0.326844722032547,0.0,nan,nan,runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json

diff --git a/scripts/audit_results.py b/scripts/audit_results.py
new file mode 100755
index 0000000..53d04a1
--- /dev/null
+++ b/scripts/audit_results.py
@@ -0,0 +1,645 @@
+#!/usr/bin/env python3
+from __future__ import annotations
+
+import argparse
+import csv
+import json
+import math
+import statistics
+import sys
+from collections import defaultdict
+from dataclasses import dataclass
+from datetime import datetime
+from pathlib import Path
+from typing import Any
+
+
+ROOT = Path(__file__).resolve().parents[1]
+if str(ROOT) not in sys.path:
+    sys.path.insert(0, str(ROOT))
+
+
+HIGHER_BETTER = {"accuracy", "ap", "auc", "f1", "mrr", "rocauc"}
+LOWER_BETTER = {"mae", "raw-mae", "rmse", "mae_sum"}
+
+
+def metric_direction(metric: str) -> int:
+    metric = metric.lower()
+    if metric in HIGHER_BETTER:
+        return 1
+    if metric in LOWER_BETTER or "mae" in metric or "rmse" in metric:
+        return -1
+    return 1
+
+
+def mean(xs: list[float]) -> float:
+    return sum(xs) / len(xs) if xs else math.nan
+
+
+def stdev(xs: list[float]) -> float:
+    return statistics.stdev(xs) if len(xs) > 1 else 0.0
+
+
+def median(xs: list[float]) -> float:
+    return statistics.median(xs) if xs else math.nan
+
+
+def fmt(x: float | None, digits: int = 4) -> str:
+    if x is None:
+        return ""
+    if isinstance(x, float) and math.isnan(x):
+        return ""
+    return f"{x:.{digits}f}"
+
+
+def read_json(path: Path) -> dict[str, Any] | None:
+    try:
+        with path.open() as f:
+            obj = json.load(f)
+    except (OSError, json.JSONDecodeError):
+        return None
+    return obj if isinstance(obj, dict) else None
+
+
+def score_from_split(rep: dict[str, Any], split: str, metric: str) -> float | None:
+    value = rep.get(split, {}).get(metric)
+    return None if value is None else float(value)
+
+
+def ogb_compute_label(rep: dict[str, Any]) -> str:
+    compute = str(rep["compute"])
+    t = int(rep.get("T", -1))
+    n_sup = int(rep.get("n_sup", -1))
+    if compute == "classic" and t == 0 and n_sup == 1:
+        label = "classic"
+    elif compute == "classic" and t == 0:
+        label = f"view-only-T{t}-ns{n_sup}"
+    elif compute == "rrog-act":
+        target = str(rep.get("halt_target", ""))
+        if target == "loss":
+            target += f"{float(rep.get('halt_loss_threshold', 0.0) or 0.0):g}"
+        label = (
+            f"rrog-act-{rep.get('act_train_mode', 'stream')}-T{rep.get('T')}-ns{rep.get('n_sup')}"
+            f"-hm{rep.get('halt_max_steps')}-min{rep.get('halt_min_steps')}"
+            f"-{target}-lq{float(rep.get('lam_q', 0.0) or 0.0):g}"
+            f"-hex{float(rep.get('halt_exploration_prob', 0.0) or 0.0):g}"
+            f"-qw{rep.get('q_warmup_epochs', 0)}"
+        )
+    else:
+        label = f"{compute}-T{rep.get('T')}-ns{rep.get('n_sup')}"
+    ema = float(rep.get("ema", 0.0) or 0.0)
+    if ema > 0:
+        label += f"+ema{ema:g}"
+    return label
+
+
+def ogb_compute_family(rep: dict[str, Any]) -> str:
+    compute = str(rep["compute"])
+    t = int(rep.get("T", -1))
+    n_sup = int(rep.get("n_sup", -1))
+    if compute == "classic" and not (t == 0 and n_sup == 1):
+        return "view-only" if t == 0 else "classic-nonbaseline"
+    return compute
+
+
+def zinc_compute_label(rep: dict[str, Any]) -> tuple[str, str]:
+    t = int(rep.get("T", -1))
+    n_sup = int(rep.get("n_sup", -1))
+    if rep.get("act"):
+        return "rrog-act", f"rrog-act-T{t}-ns{n_sup}"
+    if t == 0 and n_sup == 1:
+        return "classic", "classic"
+    if t == 0:
+        return "view-only", f"view-only-T{t}-ns{n_sup}"
+    label = f"fixed-rrog-T{t}-ns{n_sup}"
+    if rep.get("loss_mode") == "trace":
+        label += "+trace"
+    return "fixed-rrog", label
+
+
+@dataclass(frozen=True)
+class Record:
+    dataset: str
+    view: str
+    compute_family: str
+    compute_label: str
+    seed: int
+    metric: str
+    direction: int
+    val: float
+    test: float
+    epochs: int
+    hidden: int
+    T: int
+    n_sup: int
+    ep: int
+    source: str
+    adaptive_test: float | None = None
+    adaptive_steps: float | None = None
+    fixed_steps: float | None = None
+
+    @property
+    def key(self) -> tuple[str, str, str, int]:
+        return (self.dataset, self.view, self.compute_label, self.seed)
+
+    @property
+    def rank_key(self) -> tuple[int, int, int]:
+        return (self.epochs, self.hidden, self.ep)
+
+
+def standard_record(path: Path, rep: dict[str, Any]) -> Record | None:
+    required = {"dataset", "view", "compute", "seed", "metric", "val", "test"}
+    if not required.issubset(rep):
+        return None
+    metric = str(rep["metric"])
+    val = score_from_split(rep, "val", metric)
+    test = score_from_split(rep, "test", metric)
+    if val is None or test is None:
+        return None
+    adaptive_test = score_from_split(rep, "test_adaptive", metric)
+    return Record(
+        dataset=str(rep["dataset"]).lower(),
+        view=str(rep["view"]),
+        compute_family=ogb_compute_family(rep),
+        compute_label=ogb_compute_label(rep),
+        seed=int(rep["seed"]),
+        metric=metric,
+        direction=metric_direction(metric),
+        val=val,
+        test=test,
+        adaptive_test=adaptive_test,
+        adaptive_steps=none_or_float(rep.get("adaptive_steps")),
+        fixed_steps=none_or_float(rep.get("fixed_steps")),
+        epochs=int(rep.get("epochs", 0) or 0),
+        hidden=int(rep.get("hidden", 0) or 0),
+        T=int(rep.get("T", -1) or -1),
+        n_sup=int(rep.get("n_sup", -1) or -1),
+        ep=int(rep.get("ep", 0) or 0),
+        source=str(path),
+    )
+
+
+def zinc_record(path: Path, rep: dict[str, Any]) -> Record | None:
+    if rep.get("dataset") != "ZINC-cycle56":
+        return None
+    if rep.get("K") != 1 or rep.get("select") != "none" or float(rep.get("sigma", 0.0)) != 0.0:
+        return None
+    if "val_mae" not in rep or "test_mae" not in rep:
+        return None
+    family, label = zinc_compute_label(rep)
+    val = float(sum(rep["val_mae"]))
+    test = float(sum(rep["test_mae"]))
+    return Record(
+        dataset="zinc-cycle56",
+        view=str(rep.get("view", "gin")),
+        compute_family=family,
+        compute_label=label,
+        seed=int(rep["seed"]),
+        metric="mae_sum",
+        direction=-1,
+        val=val,
+        test=test,
+        epochs=int(rep.get("epochs", 0) or 0),
+        hidden=int(rep.get("hidden", 0) or 0),
+        T=int(rep.get("T", -1) or -1),
+        n_sup=int(rep.get("n_sup", -1) or -1),
+        ep=int(rep.get("ep", 0) or 0),
+        source=str(path),
+    )
+
+
+def none_or_float(value: Any) -> float | None:
+    if value is None:
+        return None
+    try:
+        return float(value)
+    except (TypeError, ValueError):
+        return None
+
+
+def load_records(runs_dir: Path, min_epochs: int) -> tuple[list[Record], int]:
+    candidates: dict[tuple[str, str, str, int], Record] = {}
+    raw_count = 0
+    for path in sorted(runs_dir.glob("*.json")):
+        rep = read_json(path)
+        if rep is None:
+            continue
+        raw_count += 1
+        rec = standard_record(path, rep) or zinc_record(path, rep)
+        if rec is None or rec.epochs < min_epochs:
+            continue
+        old = candidates.get(rec.key)
+        if old is None or rec.rank_key > old.rank_key:
+            candidates[rec.key] = rec
+    return sorted(candidates.values(), key=lambda r: (r.dataset, r.view, r.compute_label, r.seed)), raw_count
+
+
+def group_cells(records: list[Record]) -> dict[tuple[str, str, str], list[Record]]:
+    cells: dict[tuple[str, str, str], list[Record]] = defaultdict(list)
+    for rec in records:
+        cells[(rec.dataset, rec.view, rec.compute_label)].append(rec)
+    return dict(cells)
+
+
+def summarize_records(records: list[Record]) -> dict[str, Any]:
+    vals = [r.val for r in records]
+    tests = [r.test for r in records]
+    adaptive = [r.adaptive_test for r in records if r.adaptive_test is not None]
+    steps = [r.adaptive_steps for r in records if r.adaptive_steps is not None]
+    first = records[0]
+    return {
+        "dataset": first.dataset,
+        "view": first.view,
+        "compute_family": first.compute_family,
+        "compute_label": first.compute_label,
+        "metric": first.metric,
+        "n": len(records),
+        "seeds": " ".join(str(r.seed) for r in sorted(records, key=lambda x: x.seed)),
+        "epochs_min": min(r.epochs for r in records),
+        "epochs_max": max(r.epochs for r in records),
+        "hidden": first.hidden,
+        "T": first.T,
+        "n_sup": first.n_sup,
+        "val_mean": mean(vals),
+        "val_std": stdev(vals),
+        "test_mean": mean(tests),
+        "test_std": stdev(tests),
+        "adaptive_test_mean": mean(adaptive) if adaptive else math.nan,
+        "adaptive_steps_mean": mean(steps) if steps else math.nan,
+        "sources": " ".join(r.source for r in sorted(records, key=lambda x: x.seed)),
+    }
+
+
+def paired_deltas(records: list[Record]) -> tuple[list[dict[str, Any]], list[Record]]:
+    classic: dict[tuple[str, str, int], Record] = {}
+    for rec in records:
+        if rec.compute_label == "classic" and rec.compute_family == "classic":
+            classic[(rec.dataset, rec.view, rec.seed)] = rec
+
+    rows = []
+    unpaired = []
+    for rec in records:
+        if rec.compute_label == "classic":
+            continue
+        base = classic.get((rec.dataset, rec.view, rec.seed))
+        if base is None:
+            unpaired.append(rec)
+            continue
+        adaptive_delta = None
+        if rec.adaptive_test is not None:
+            adaptive_delta = rec.direction * (rec.adaptive_test - base.test)
+        rows.append({
+            "dataset": rec.dataset,
+            "view": rec.view,
+            "compute_family": rec.compute_family,
+            "compute_label": rec.compute_label,
+            "seed": rec.seed,
+            "metric": rec.metric,
+            "direction": rec.direction,
+            "base_val": base.val,
+            "base_test": base.test,
+            "val": rec.val,
+            "test": rec.test,
+            "adaptive_test": rec.adaptive_test,
+            "val_delta": rec.direction * (rec.val - base.val),
+            "test_delta": rec.direction * (rec.test - base.test),
+            "adaptive_test_delta": adaptive_delta,
+            "adaptive_steps": rec.adaptive_steps,
+            "fixed_steps": rec.fixed_steps,
+            "epochs": rec.epochs,
+            "hidden": rec.hidden,
+            "T": rec.T,
+            "n_sup": rec.n_sup,
+            "source": rec.source,
+            "base_source": base.source,
+        })
+    rows.sort(key=lambda r: (r["dataset"], r["view"], r["compute_label"], r["seed"]))
+    return rows, unpaired
+
+
+def summarize_deltas(rows: list[dict[str, Any]]) -> list[dict[str, Any]]:
+    grouped: dict[tuple[str, str], list[dict[str, Any]]] = defaultdict(list)
+    for row in rows:
+        grouped[(row["compute_family"], row["compute_label"])].append(row)
+
+    out = []
+    for (family, label), group in sorted(grouped.items()):
+        test_d = [float(r["test_delta"]) for r in group]
+        val_d = [float(r["val_delta"]) for r in group]
+        adaptive_d = [
+            float(r["adaptive_test_delta"])
+            for r in group
+            if r["adaptive_test_delta"] is not None
+        ]
+        steps = [float(r["adaptive_steps"]) for r in group if r["adaptive_steps"] is not None]
+        out.append({
+            "compute_family": family,
+            "compute_label": label,
+            "n": len(group),
+            "test_mean_delta": mean(test_d),
+            "test_median_delta": median(test_d),
+            "test_positive": sum(x > 0 for x in test_d),
+            "test_negative": sum(x < 0 for x in test_d),
+            "val_mean_delta": mean(val_d),
+            "val_positive": sum(x > 0 for x in val_d),
+            "adaptive_mean_delta": mean(adaptive_d) if adaptive_d else math.nan,
+            "adaptive_positive": sum(x > 0 for x in adaptive_d) if adaptive_d else "",
+            "adaptive_negative": sum(x < 0 for x in adaptive_d) if adaptive_d else "",
+            "adaptive_steps_mean": mean(steps) if steps else math.nan,
+        })
+    return out
+
+
+def expected_specs() -> list[tuple[str, str, str]]:
+    try:
+        from rrog.runspecs import RUN_SPECS
+    except Exception:
+        return []
+    return sorted({(s.task.lower(), s.view, s.compute) for s in RUN_SPECS})
+
+
+def coverage_rows(
+    records: list[Record],
+    expected_seeds: set[int],
+    coverage_families: set[str],
+) -> list[dict[str, Any]]:
+    by_family: dict[tuple[str, str, str], list[Record]] = defaultdict(list)
+    for rec in records:
+        by_family[(rec.dataset, rec.view, rec.compute_family)].append(rec)
+
+    rows = []
+    for dataset, view, family in expected_specs():
+        if coverage_families and family not in coverage_families:
+            continue
+        present = by_family.get((dataset, view, family), [])
+        seeds = sorted({r.seed for r in present})
+        labels = sorted({r.compute_label for r in present})
+        missing_seeds = sorted(expected_seeds.difference(seeds)) if expected_seeds else []
+        if not present:
+            status = "missing"
+        elif missing_seeds:
+            status = "missing-seeds"
+        else:
+            status = "ok"
+        rows.append({
+            "dataset": dataset,
+            "view": view,
+            "compute_family": family,
+            "status": status,
+            "n_runs": len(present),
+            "seeds": " ".join(map(str, seeds)),
+            "missing_seeds": " ".join(map(str, missing_seeds)),
+            "labels": " | ".join(labels),
+        })
+    return rows
+
+
+def write_csv(path: Path, rows: list[dict[str, Any]], fields: list[str]) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as f:
+        writer = csv.DictWriter(f, fieldnames=fields, extrasaction="ignore")
+        writer.writeheader()
+        for row in rows:
+            writer.writerow(row)
+
+
+def md_table(headers: list[str], rows: list[list[str]]) -> str:
+    out = [
+        "| " + " | ".join(headers) + " |",
+        "| " + " | ".join(["---"] * len(headers)) + " |",
+    ]
+    out.extend("| " + " | ".join(row) + " |" for row in rows)
+    return "\n".join(out)
+
+
+def build_markdown(
+    records: list[Record],
+    raw_count: int,
+    cells: list[dict[str, Any]],
+    deltas: list[dict[str, Any]],
+    delta_summary: list[dict[str, Any]],
+    coverage: list[dict[str, Any]],
+    unpaired: list[Record],
+    digits: int,
+) -> str:
+    missing = [r for r in coverage if r["status"] == "missing"]
+    missing_seeds = [r for r in coverage if r["status"] == "missing-seeds"]
+    negative = sorted(deltas, key=lambda r: float(r["test_delta"]))[:30]
+    adaptive_negative = sorted(
+        [r for r in deltas if r["adaptive_test_delta"] is not None],
+        key=lambda r: float(r["adaptive_test_delta"]),
+    )[:30]
+    val_pos_test_neg = [
+        r for r in deltas
+        if float(r["val_delta"]) > 0 and float(r["test_delta"]) < 0
+    ]
+
+    lines = [
+        "# Result Audit",
+        "",
+        f"Generated: {datetime.now().isoformat(timespec='seconds')}",
+        "",
+        "## Scope",
+        "",
+        f"- Raw JSON files scanned: {raw_count}",
+        f"- Deduplicated runs after min-epoch filter: {len(records)}",
+        f"- Aggregated cells: {len(cells)}",
+        f"- Paired non-classic deltas vs matching classic: {len(deltas)}",
+        f"- Unpaired non-classic runs: {len(unpaired)}",
+        f"- Missing expected cells: {len(missing)}",
+        f"- Cells missing expected seeds: {len(missing_seeds)}",
+        "",
+        "## Delta Summary",
+        "",
+        md_table(
+            [
+                "family", "label", "n", "test mean", "test median",
+                "test +/-", "val mean", "adaptive mean", "steps",
+            ],
+            [
+                [
+                    r["compute_family"],
+                    r["compute_label"],
+                    str(r["n"]),
+                    fmt(r["test_mean_delta"], digits),
+                    fmt(r["test_median_delta"], digits),
+                    f"{r['test_positive']}/{r['test_negative']}",
+                    fmt(r["val_mean_delta"], digits),
+                    fmt(r["adaptive_mean_delta"], digits),
+                    fmt(r["adaptive_steps_mean"], 2),
+                ]
+                for r in delta_summary
+            ],
+        ),
+        "",
+        "## Worst Fixed-Test Deltas",
+        "",
+        md_table(
+            ["dataset", "view", "label", "seed", "metric", "val delta", "test delta", "source"],
+            [
+                [
+                    r["dataset"],
+                    r["view"],
+                    r["compute_label"],
+                    str(r["seed"]),
+                    r["metric"],
+                    fmt(r["val_delta"], digits),
+                    fmt(r["test_delta"], digits),
+                    Path(r["source"]).name,
+                ]
+                for r in negative
+            ],
+        ),
+        "",
+    ]
+    if adaptive_negative:
+        lines.extend([
+            "## Worst Adaptive-Test Deltas",
+            "",
+            md_table(
+                ["dataset", "view", "label", "seed", "metric", "adaptive delta", "steps", "source"],
+                [
+                    [
+                        r["dataset"],
+                        r["view"],
+                        r["compute_label"],
+                        str(r["seed"]),
+                        r["metric"],
+                        fmt(r["adaptive_test_delta"], digits),
+                        fmt(r["adaptive_steps"], 2),
+                        Path(r["source"]).name,
+                    ]
+                    for r in adaptive_negative
+                ],
+            ),
+            "",
+        ])
+
+    if val_pos_test_neg:
+        lines.extend([
+            "## Val-Positive Test-Negative Cases",
+            "",
+            md_table(
+                ["dataset", "view", "label", "seed", "val delta", "test delta"],
+                [
+                    [
+                        r["dataset"],
+                        r["view"],
+                        r["compute_label"],
+                        str(r["seed"]),
+                        fmt(r["val_delta"], digits),
+                        fmt(r["test_delta"], digits),
+                    ]
+                    for r in sorted(val_pos_test_neg, key=lambda x: float(x["test_delta"]))[:30]
+                ],
+            ),
+            "",
+        ])
+
+    if missing[:40]:
+        lines.extend([
+            "## First Missing Expected Cells",
+            "",
+            md_table(
+                ["dataset", "view", "family"],
+                [[r["dataset"], r["view"], r["compute_family"]] for r in missing[:40]],
+            ),
+            "",
+        ])
+
+    if unpaired[:40]:
+        lines.extend([
+            "## First Unpaired Non-Classic Runs",
+            "",
+            md_table(
+                ["dataset", "view", "label", "seed", "source"],
+                [
+                    [r.dataset, r.view, r.compute_label, str(r.seed), Path(r.source).name]
+                    for r in unpaired[:40]
+                ],
+            ),
+            "",
+        ])
+
+    lines.extend([
+        "## Files",
+        "",
+        "- `analysis/result_cells.csv`: one row per deduplicated dataset/backbone/compute cell.",
+        "- `analysis/paired_deltas.csv`: seed-paired deltas against matching classic baselines.",
+        "- `analysis/delta_summary.csv`: aggregate delta statistics by compute label.",
+        "- `analysis/coverage.csv`: expected matrix coverage from `rrog.runspecs`.",
+        "",
+    ])
+    return "\n".join(lines)
+
+
+def main() -> None:
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--runs-dir", default="runs")
+    ap.add_argument("--out-dir", default="analysis")
+    ap.add_argument("--min-epochs", type=int, default=10)
+    ap.add_argument("--expected-seeds", default="0")
+    ap.add_argument("--coverage-families", default="classic fixed-rrog rrog-act")
+    ap.add_argument("--digits", type=int, default=4)
+    args = ap.parse_args()
+
+    runs_dir = Path(args.runs_dir)
+    out_dir = Path(args.out_dir)
+    expected_seeds = {
+        int(x)
+        for part in args.expected_seeds.replace(",", " ").split()
+        for x in [part.strip()]
+        if x
+    }
+    coverage_families = {
+        x
+        for part in args.coverage_families.replace(",", " ").split()
+        for x in [part.strip()]
+        if x
+    }
+
+    records, raw_count = load_records(runs_dir, args.min_epochs)
+    grouped = group_cells(records)
+    cells = [summarize_records(recs) for _, recs in sorted(grouped.items())]
+    deltas, unpaired = paired_deltas(records)
+    delta_summary = summarize_deltas(deltas)
+    coverage = coverage_rows(records, expected_seeds, coverage_families)
+
+    write_csv(out_dir / "result_cells.csv", cells, [
+        "dataset", "view", "compute_family", "compute_label", "metric", "n", "seeds",
+        "epochs_min", "epochs_max", "hidden", "T", "n_sup", "val_mean", "val_std",
+        "test_mean", "test_std", "adaptive_test_mean", "adaptive_steps_mean", "sources",
+    ])
+    write_csv(out_dir / "paired_deltas.csv", deltas, [
+        "dataset", "view", "compute_family", "compute_label", "seed", "metric", "direction",
+        "base_val", "base_test", "val", "test", "adaptive_test", "val_delta", "test_delta",
+        "adaptive_test_delta", "adaptive_steps", "fixed_steps", "epochs", "hidden", "T",
+        "n_sup", "source", "base_source",
+    ])
+    write_csv(out_dir / "delta_summary.csv", delta_summary, [
+        "compute_family", "compute_label", "n", "test_mean_delta", "test_median_delta",
+        "test_positive", "test_negative", "val_mean_delta", "val_positive",
+        "adaptive_mean_delta", "adaptive_positive", "adaptive_negative", "adaptive_steps_mean",
+    ])
+    write_csv(out_dir / "coverage.csv", coverage, [
+        "dataset", "view", "compute_family", "status", "n_runs", "seeds", "missing_seeds",
+        "labels",
+    ])
+    (out_dir / "result_audit.md").write_text(
+        build_markdown(
+            records,
+            raw_count,
+            cells,
+            deltas,
+            delta_summary,
+            coverage,
+            unpaired,
+            args.digits,
+        )
+    )
+    print(f"wrote {out_dir / 'result_audit.md'}")
+    print(f"records={len(records)} cells={len(cells)} paired_deltas={len(deltas)}")
+
+
+if __name__ == "__main__":
+    main()