From a3baf15507c67202814d5ccb4c06e1af027971c5 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Sat, 8 Aug 2026 10:27:17 -0500 Subject: results: compare full state-bias EP trajectories --- RAIN_EP_RELEASED_PROFILE.md | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) (limited to 'RAIN_EP_RELEASED_PROFILE.md') 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. -- cgit v1.2.3