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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-08 10:27:17 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-08 10:27:17 -0500 |
| commit | a3baf15507c67202814d5ccb4c06e1af027971c5 (patch) | |
| tree | 66105d34911f364ec20747eece1e48fd689f8b29 /RAIN_EP_RELEASED_PROFILE.md | |
| parent | c959c50eaeb932f96339a96fb42abfb247cc5aac (diff) | |
results: compare full state-bias EP trajectories
Diffstat (limited to 'RAIN_EP_RELEASED_PROFILE.md')
| -rw-r--r-- | RAIN_EP_RELEASED_PROFILE.md | 22 |
1 files changed, 22 insertions, 0 deletions
diff --git a/RAIN_EP_RELEASED_PROFILE.md b/RAIN_EP_RELEASED_PROFILE.md index eb6a16f..6849a9d 100644 --- a/RAIN_EP_RELEASED_PROFILE.md +++ b/RAIN_EP_RELEASED_PROFILE.md @@ -123,3 +123,25 @@ Affine SDIL lost all four paired comparisons. The one-epoch state-dependent claim is therefore negative. The remaining accuracy question is whether the affine predictor needs a longer trajectory to learn the state relation; R3 tests that question on full-data ten-epoch trajectories. + +## R3 full-data trajectories + +R3 used all 60,000 FashionMNIST training examples, the official 10,000-example +test set, ten epochs, and two paired initializations. The hardware bias was the +released state-dependent profile, not the constant-offset sanity check. The +intercept tracker and affine SDIL received the same exact neutral observation +every ten parameter updates. Final test accuracy was: + +| seed | clean/oracle | raw | intercept tracker | affine SDIL | SDIL minus intercept | +|---:|---:|---:|---:|---:|---:| +| 1988 | 88.67% | 10.00% (nonfinite after epoch 3) | 84.52% | 83.13% | -1.39 points | +| 1989 | 88.80% | 10.00% (nonfinite after epoch 2) | 86.02% | 87.22% | +1.20 points | +| mean | 88.74% | 10.00% | 85.27% | 85.18% | -0.10 points | + +Both local correction methods prevent the raw state-dependent failure, but +affine SDIL does not have a consistent accuracy advantage: it wins one pair, +loses one pair, and is 0.095 percentage points lower on the two-seed mean. The +predeclared endpoint is final accuracy, so its temporarily higher intermediate +or best accuracy is not substituted for this result. Two further paired seeds +are required to narrow the comparison, but R3 itself is mixed/negative for an +SDIL-over-intercept claim. |
