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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-29 18:37:12 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-29 18:37:12 -0500
commitf9d9ff54568df047b85702ea9b1c250df4be8986 (patch)
tree067f76c0e7a1c085a71c3255bcb1667445e1e0d6 /CLLN_SCALING.md
parent3562fd83ef8fc7f1ebede7571301224f2b5368c7 (diff)
docs: count SDIL neutral reads in scaling cost
Diffstat (limited to 'CLLN_SCALING.md')
-rw-r--r--CLLN_SCALING.md6
1 files changed, 5 insertions, 1 deletions
diff --git a/CLLN_SCALING.md b/CLLN_SCALING.md
index 3e14dbd..be98543 100644
--- a/CLLN_SCALING.md
+++ b/CLLN_SCALING.md
@@ -57,6 +57,9 @@ diagnostics.
- fraction of task/device pairs reaching zero classification error;
- restricted epochs and local updates to zero error, assigning the experiment
horizon to runs that do not reach the target;
+- local teaching-signal reads to zero error, counting both the task-period
+ edge signal and every SDIL neutral edge signal; SDIL therefore pays two
+ local scalar reads per updated edge in this ladder;
- learning-curve area for classification error;
- wall time and neutral observations as implementation costs.
@@ -71,6 +74,8 @@ change. The headline wording is selected from the observed sign:
- lower resource exponent: “SDIL reduces the updates-to-target scaling
exponent by X%”;
+- lower resource count without a resolved exponent change: “SDIL uses X%
+ fewer local teaching-signal reads at N edges”;
- lower error-growth exponent: “SDIL reduces imperfection-induced error growth
with network size by X%”;
- overlapping interval: report no resolved scaling-rate difference.
@@ -92,4 +97,3 @@ as independent confirmations.
5. The scaling conclusion is computed from all frozen sizes and task clusters,
including failed runs.
6. Hardware-realistic claims use Part 3 only.
-