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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 19:45:46 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 19:45:46 -0500 |
| commit | 0008f2cd96c06bea98f43560867d93967c597711 (patch) | |
| tree | 9699171527b91b5468a15828ee501eeca4bf72cd /RESULTS.md | |
| parent | 15c60d05a7b6e173f6962d644ab23905d3441501 (diff) | |
docs: promote full dynamic ResNet result
Diffstat (limited to 'RESULTS.md')
| -rw-r--r-- | RESULTS.md | 20 |
1 files changed, 20 insertions, 0 deletions
@@ -995,6 +995,26 @@ innovation result on the standard ResNet substrate, but it is still a one-seed short validation record. Per the frozen scoring rule it leaves the reviewer score at 5/10 and opens only the predeclared D3 full validation run. +The predeclared D3 full validation record then passes all 19 frozen gates: + +| method | validation accuracy | early alignment | epoch-151--200 feedback cosine | MAC ratio to BP | +|:--|--:|--:|--:|--:| +| dynamic neutral-projection innovation | **91.18%** | 0.999353 | 0.999663 | 1.3261x | +| clean KP | 91.26% | 0.9994 | 0.9997 | 1.326x | +| matched BP | 91.62% | exact | exact | 1.000x | + +D3 remains finite for 200 epochs and ends with validation loss `0.425251`. +The maximum unprojected neutral/traffic ratio is `0.008474`, whereas the +projected remainder and absolute soma slope stay below `3.04e-8` and +`2.13e-8`; used-signal/instruction RMS differs by at most `6.73e-10`. It uses +zero task-loss queries, 1.452e15 MACs, 4.070e13 separately reported elementwise +operations, one neutral observation per ordinary example, 2.165 GB peak +allocated memory, one final validation evaluation, and zero test evaluations. +The source revision is `d945c42`, and the gate was frozen before the endpoint. +This is the first full near-BP standard-ResNet SDIL validation result and raises +the strict reviewer score from 5 to 6. Independent five-seed paired test +confirmation remains open rather than assumed. + ## How to run `experiments/run.py --mode {bp,fa,dfa,sdil} --dataset {mnist,fmnist,cifar10} --depth D --residual {0,1} --act {tanh,gelu,silu,relu}` Batteries: `experiments/run_v2.sh <ds> "<depths>" <res> <act> "<seeds>" <ep> <pfx>`. |
