=== 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) ===