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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 06:57:24 -0500 |
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| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-07-22 06:57:24 -0500 |
| commit | 94a90c664ff4ba60ff3cbe7327bd4a571c31f438 (patch) | |
| tree | a490c227589cb3115cbbdcac3d9053c70e4bc980 /RESULTS.md | |
| parent | 5d402d25c4f6805d9bfd6d2fcb452fc6c1ceb1ed (diff) | |
analysis: test the frozen depth-retention margin
Diffstat (limited to 'RESULTS.md')
| -rw-r--r-- | RESULTS.md | 7 |
1 files changed, 7 insertions, 0 deletions
@@ -88,6 +88,13 @@ depth grows 12x and wall time grows 9.87x (geometric mean). Its paired gap to BP 3.69 and 4.35 points at every tested depth. Flattened CIFAR itself is depth-flat, so this establishes preservation under depth, not a claim that extra depth improves the task. +The `-1`-point retention margin was fixed in `experiments/finalize_claims.sh` before the missing +depth cells were generated. A paired one-sided t-test rejects the null that SDIL's mean d5-to-d60 +change is at most `-1` point (`t(4)=5.030`, `p=0.0037`; one-sided 95% lower bound `-0.547`). The +same complete analysis rejects that null for BP (`p=0.0359`) and FA (`p=0.0321`) but not DFA +(`p=0.2310`; lower bound `-1.211`). This is an equivalence-to-the-prespecified-margin statement, +not a post-hoc test that the depth change is exactly zero. + The mean-based nondominated frontier among local methods is DFA-d5 (`5.01 s`, `37.77%`), FA-d5 (`5.72 s`, `38.92%`), then SDIL-d5 (`9.84 s`, `41.46%`). BP is shown only as a nonlocal reference. Thus SDIL occupies the high-accuracy end of the audited local-learning frontier; the deeper SDIL |
