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=== FROZEN BASELINES d=512 ===
Start: Sat Apr 25 10:42:45 PM CDT 2026
d=512 L=4 s=42 (Sat Apr 25 10:42:45 PM CDT 2026)
DFA-shallow: 0.3458
DFA-frozen: 0.3445
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=4 s=123 (Sat Apr 25 11:22:20 PM CDT 2026)
DFA-shallow: 0.3524
DFA-frozen: 0.3506
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=4 s=456 (Sun Apr 26 12:01:58 AM CDT 2026)
DFA-shallow: 0.3516
DFA-frozen: 0.3514
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=2 s=42 (Sun Apr 26 12:41:03 AM CDT 2026)
DFA-shallow: 0.3458
DFA-frozen: 0.3452
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=2 s=123 (Sun Apr 26 01:20:51 AM CDT 2026)
DFA-shallow: 0.3524
DFA-frozen: 0.3502
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=2 s=456 (Sun Apr 26 01:59:55 AM CDT 2026)
DFA-shallow: 0.3516
DFA-frozen: 0.3514
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=8 s=42 (Sun Apr 26 02:39:45 AM CDT 2026)
DFA-shallow: 0.3458
DFA-frozen: 0.3432
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=8 s=123 (Sun Apr 26 03:19:06 AM CDT 2026)
DFA-shallow: 0.3524
DFA-frozen: 0.3505
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=8 s=456 (Sun Apr 26 03:58:23 AM CDT 2026)
DFA-shallow: 0.3516
DFA-frozen: 0.3508
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=12 s=42 (Sun Apr 26 04:37:35 AM CDT 2026)
DFA-shallow: 0.3458
DFA-frozen: 0.3435
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=12 s=123 (Sun Apr 26 05:17:07 AM CDT 2026)
DFA-shallow: 0.3524
DFA-frozen: 0.3526
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
d=512 L=12 s=456 (Sun Apr 26 05:56:51 AM CDT 2026)
DFA-shallow: 0.3516
DFA-frozen: 0.3513
Compare to trainable 4-block ResMLP (3-seed): BP=0.6147 100ep / 0.585 30ep, DFA=0.306 100ep / 0.301 30ep
Interpretation:
If DFA-frozen ≈ DFA-trainable: blocks are passengers, walk-back parallels ViT
If DFA-frozen << DFA-trainable: ResMLP DFA actually trains the blocks (interesting contrast with ViT)
=== FROZEN BASELINES DONE (Sun Apr 26 06:36:08 AM CDT 2026) ===
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