diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-27 14:51:17 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-27 14:51:17 -0500 |
| commit | a5a04b29bc93bdee4dbce6fa46bfda7cfe843928 (patch) | |
| tree | 6cfabf8daa2fbbf4bdb786c0a604ddf9729c7da1 /results | |
| parent | a2df73afd68278bbc961a49bbc722d17b4d83ef0 (diff) | |
figure: audit standard-depth SDIL scaling
Diffstat (limited to 'results')
| -rw-r--r-- | results/figs/figure6_standard_depth_scaling.pdf | bin | 0 -> 38102 bytes | |||
| -rw-r--r-- | results/figs/figure6_standard_depth_scaling.png | bin | 0 -> 553126 bytes | |||
| -rw-r--r-- | results/figs/figure6_standard_depth_scaling_caption.md | 18 | ||||
| -rw-r--r-- | results/figs/figure6_standard_depth_scaling_manifest.json | 346 |
4 files changed, 364 insertions, 0 deletions
diff --git a/results/figs/figure6_standard_depth_scaling.pdf b/results/figs/figure6_standard_depth_scaling.pdf Binary files differnew file mode 100644 index 0000000..c650f27 --- /dev/null +++ b/results/figs/figure6_standard_depth_scaling.pdf diff --git a/results/figs/figure6_standard_depth_scaling.png b/results/figs/figure6_standard_depth_scaling.png Binary files differnew file mode 100644 index 0000000..8235b5a --- /dev/null +++ b/results/figs/figure6_standard_depth_scaling.png diff --git a/results/figs/figure6_standard_depth_scaling_caption.md b/results/figs/figure6_standard_depth_scaling_caption.md new file mode 100644 index 0000000..62ae132 --- /dev/null +++ b/results/figs/figure6_standard_depth_scaling_caption.md @@ -0,0 +1,18 @@ +# Standard-depth ResNet scaling figure caption + +**Figure 6 | Dynamic somato-dendritic innovation scales across standard +ResNet depth.** All points are frozen CIFAR-10 test endpoints from seeds +10--14 after 200 epochs; error bars show 95% normal intervals over paired +seeds. The renderer validates all 60 records and their source hashes against +the passed predeclared gate. **a,** BP, clean reciprocal Kolen--Pollack credit, +and dynamic SDIL under four-times-RMS soma-predictable apical traffic all gain +accuracy from ResNet-20 to ResNet-56. SDIL gains 1.176 points, and all five +paired seeds improve. **b,** On the full accuracy scale, fixed direct feedback +alignment remains far below both reciprocal local learners at every depth; +the complete nine-method crossover is reported separately rather than inferred +from this four-method panel. **c,** Paired ResNet-56 minus ResNet-20 gains for +BP and SDIL. **d,** SDIL retains a mean early-third teaching-signal cosine +above 0.9994 while its hardware-independent affine-MAC estimate remains below +1.34 times matched BP. Exact gradients are diagnostic-only and never used for +learning. The SDIL rule uses no task-loss queries but does use one explicitly +counted instruction-off neutral observation per ordinary example. diff --git a/results/figs/figure6_standard_depth_scaling_manifest.json b/results/figs/figure6_standard_depth_scaling_manifest.json new file mode 100644 index 0000000..b6c990f --- /dev/null +++ b/results/figs/figure6_standard_depth_scaling_manifest.json @@ -0,0 +1,346 @@ +{ + "complete_grid": true, + "gate_status": "passed", + "outputs": [ + "figure6_standard_depth_scaling.pdf", + "figure6_standard_depth_scaling.png", + "figure6_standard_depth_scaling_caption.md" + ], + "protocol": "oral_a_dynamic_innovation_scaling_recovery_v2", + "record_count": 60, + "required_depths": [ + 20, + 32, + 56 + ], + "required_methods": [ + "bp", + "dfa", + "clean_kp", + "dynamic" + ], + "required_seeds": [ + 10, + 11, + 12, + 13, + 14 + ], + "sources": [ + { + "path": "results/oral_a_dynamic_scaling_v2_gate.json", + "sha256": 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