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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-29 18:45:18 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-29 18:45:18 -0500
commit3856daa3124b8dfce6bd0285646e5a92f0ff96aa (patch)
tree154980140c2cdaf592cda8e4a629ba7d5700794f /results
parente9f1342fc8e233a4841b7eb3c1363324e90ecda9 (diff)
analysis: compare three CLLN scaling endpoints
Diffstat (limited to 'results')
-rw-r--r--results/coupled_ladder/p1_scaling_analysis.json56
-rw-r--r--results/figs/figure_clln_scaling_pilot.pdfbin24101 -> 23584 bytes
-rw-r--r--results/figs/figure_clln_scaling_pilot.pngbin243640 -> 209252 bytes
-rw-r--r--results/figs/figure_clln_scaling_pilot.svg2937
4 files changed, 1210 insertions, 1783 deletions
diff --git a/results/coupled_ladder/p1_scaling_analysis.json b/results/coupled_ladder/p1_scaling_analysis.json
index 4d4866a..d06c232 100644
--- a/results/coupled_ladder/p1_scaling_analysis.json
+++ b/results/coupled_ladder/p1_scaling_analysis.json
@@ -4,6 +4,7 @@
"bootstrap": {
"unit": "task; component draws averaged within task",
"task_clusters": 5,
+ "component_draws_per_task_size": 1,
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"seed": 20260829,
"interval": "percentile 95%"
@@ -746,7 +747,8 @@
},
"excess_error_scaling": {
"x_axis": "log10 learnable edges",
- "y_axis": "classification error excess over clean",
+ "metric": "classification_error",
+ "y_axis": "final classification error excess over clean",
"static_calibration_slope": 0.10415531736549301,
"static_calibration_slope_95ci": [
0.04974245841148715,
@@ -769,6 +771,58 @@
],
"relative_reduction_valid_bootstrap_fraction": 1.0
},
+ "excess_error_auc_scaling": {
+ "x_axis": "log10 learnable edges",
+ "metric": "classification_error_auc",
+ "y_axis": "classification error AUC excess over clean",
+ "static_calibration_slope": 0.02723285591782782,
+ "static_calibration_slope_95ci": [
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+ "sdil_slope": 0.0050630936021534975,
+ "sdil_slope_95ci": [
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+ ],
+ "paired_slope_difference": 0.022169762315674323,
+ "paired_slope_difference_95ci": [
+ -0.021041329819854505,
+ 0.0613401506085447
+ ],
+ "relative_slope_reduction_percent": 81.40814309953083,
+ "relative_slope_reduction_95ci": [
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+ 94.49463684558907
+ ],
+ "relative_reduction_valid_bootstrap_fraction": 0.88435
+ },
+ "excess_stable_failure_scaling": {
+ "x_axis": "log10 learnable edges",
+ "metric": "reached_stable_zero_error",
+ "y_axis": "stable failure fraction excess over clean",
+ "static_calibration_slope": 0.17485078862811346,
+ "static_calibration_slope_95ci": [
+ -0.15978252936756204,
+ 0.39793966729189717
+ ],
+ "sdil_slope": 0.04963588122401385,
+ "sdil_slope_95ci": [
+ -0.16871445018618145,
+ 0.24817940612006928
+ ],
+ "paired_slope_difference": 0.1252149074040996,
+ "paired_slope_difference_95ci": [
+ -0.08086274712223154,
+ 0.33129256193043083
+ ],
+ "relative_slope_reduction_percent": 71.6124350290559,
+ "relative_slope_reduction_95ci": [
+ -50.860158714747875,
+ 597.0884428984873
+ ],
+ "relative_reduction_valid_bootstrap_fraction": 0.87555
+ },
"largest_grid_learning_curves": {
"clean": [
{
diff --git a/results/figs/figure_clln_scaling_pilot.pdf b/results/figs/figure_clln_scaling_pilot.pdf
index 07e1e1b..0a2c184 100644
--- a/results/figs/figure_clln_scaling_pilot.pdf
+++ b/results/figs/figure_clln_scaling_pilot.pdf
Binary files differ
diff --git a/results/figs/figure_clln_scaling_pilot.png b/results/figs/figure_clln_scaling_pilot.png
index df77b47..b5cfa05 100644
--- a/results/figs/figure_clln_scaling_pilot.png
+++ b/results/figs/figure_clln_scaling_pilot.png
Binary files differ
diff --git a/results/figs/figure_clln_scaling_pilot.svg b/results/figs/figure_clln_scaling_pilot.svg
index c1c1a18..f7b3440 100644
--- a/results/figs/figure_clln_scaling_pilot.svg
+++ b/results/figs/figure_clln_scaling_pilot.svg
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