=== ViT-Mini frozen baselines ===

--- ViT-Mini seed=42 ---
  ViT-Mini frozen: 16266/809354 trainable params
  [ViT-frozen] s=42 ep 10: acc=0.5014
  [ViT-frozen] s=42 ep 20: acc=0.5297
  [ViT-frozen] s=42 ep 30: acc=0.5375
  [ViT-frozen] s=42 ep 40: acc=0.5554
  [ViT-frozen] s=42 ep 50: acc=0.5619
  [ViT-frozen] s=42 ep 60: acc=0.5678
  ViT-Mini shallow: 16266 params (no blocks)
  [ViT-shallow] s=42 ep 10: acc=0.1000
  [ViT-shallow] s=42 ep 20: acc=0.1000
  [ViT-shallow] s=42 ep 30: acc=0.1000
  [ViT-shallow] s=42 ep 40: acc=0.1000
  [ViT-shallow] s=42 ep 50: acc=0.1000
  [ViT-shallow] s=42 ep 60: acc=0.1000
  FINAL ViT s=42: frozen=0.5678, shallow=0.1000

--- ViT-Mini seed=123 ---
  ViT-Mini frozen: 16266/809354 trainable params
  [ViT-frozen] s=123 ep 10: acc=0.5249
  [ViT-frozen] s=123 ep 20: acc=0.5421
  [ViT-frozen] s=123 ep 30: acc=0.5545
  [ViT-frozen] s=123 ep 40: acc=0.5621
  [ViT-frozen] s=123 ep 50: acc=0.5680
  [ViT-frozen] s=123 ep 60: acc=0.5728
  ViT-Mini shallow: 16266 params (no blocks)
  [ViT-shallow] s=123 ep 10: acc=0.1000
  [ViT-shallow] s=123 ep 20: acc=0.1000
  [ViT-shallow] s=123 ep 30: acc=0.1000
  [ViT-shallow] s=123 ep 40: acc=0.1000
  [ViT-shallow] s=123 ep 50: acc=0.1000
  [ViT-shallow] s=123 ep 60: acc=0.1000
  FINAL ViT s=123: frozen=0.5728, shallow=0.1000

--- ViT-Mini seed=456 ---
  ViT-Mini frozen: 16266/809354 trainable params
  [ViT-frozen] s=456 ep 10: acc=0.5166
  [ViT-frozen] s=456 ep 20: acc=0.5342
  [ViT-frozen] s=456 ep 30: acc=0.5414
  [ViT-frozen] s=456 ep 40: acc=0.5545
  [ViT-frozen] s=456 ep 50: acc=0.5615
  [ViT-frozen] s=456 ep 60: acc=0.5681
  ViT-Mini shallow: 16266 params (no blocks)
  [ViT-shallow] s=456 ep 10: acc=0.1000
  [ViT-shallow] s=456 ep 20: acc=0.1000
  [ViT-shallow] s=456 ep 30: acc=0.1000
  [ViT-shallow] s=456 ep 40: acc=0.1000
  [ViT-shallow] s=456 ep 50: acc=0.1000
  [ViT-shallow] s=456 ep 60: acc=0.1000
  FINAL ViT s=456: frozen=0.5681, shallow=0.1000

=== StudentNet frozen baselines ===

--- StudentNet seed=42 ---
  StudentNet frozen: 1290/67850 trainable params
  [Student-frozen] s=42 ep 10: acc=0.8405
  [Student-frozen] s=42 ep 20: acc=0.8860
  [Student-frozen] s=42 ep 30: acc=0.8990
  [Student-frozen] s=42 ep 40: acc=0.8990
  [Student-frozen] s=42 ep 50: acc=0.9015
  [Student-frozen] s=42 ep 60: acc=0.9005
  [Student-frozen] s=42 ep 70: acc=0.9005
  [Student-frozen] s=42 ep 80: acc=0.9005
  StudentNet shallow: 1290 params (no blocks)
  [Student-shallow] s=42 ep 10: acc=0.8555
  [Student-shallow] s=42 ep 20: acc=0.8990
  [Student-shallow] s=42 ep 30: acc=0.9085
  [Student-shallow] s=42 ep 40: acc=0.9140
  [Student-shallow] s=42 ep 50: acc=0.9140
  [Student-shallow] s=42 ep 60: acc=0.9155
  [Student-shallow] s=42 ep 70: acc=0.9165
  [Student-shallow] s=42 ep 80: acc=0.9165
  FINAL Student s=42: frozen=0.9005, shallow=0.9165

--- StudentNet seed=123 ---
  StudentNet frozen: 1290/67850 trainable params
  [Student-frozen] s=123 ep 10: acc=0.8505
  [Student-frozen] s=123 ep 20: acc=0.8915
  [Student-frozen] s=123 ep 30: acc=0.9030
  [Student-frozen] s=123 ep 40: acc=0.9050
  [Student-frozen] s=123 ep 50: acc=0.9050
  [Student-frozen] s=123 ep 60: acc=0.9060
  [Student-frozen] s=123 ep 70: acc=0.9060
  [Student-frozen] s=123 ep 80: acc=0.9060
  StudentNet shallow: 1290 params (no blocks)
  [Student-shallow] s=123 ep 10: acc=0.8495
  [Student-shallow] s=123 ep 20: acc=0.8900
  [Student-shallow] s=123 ep 30: acc=0.9050
  [Student-shallow] s=123 ep 40: acc=0.9080
  [Student-shallow] s=123 ep 50: acc=0.9105
  [Student-shallow] s=123 ep 60: acc=0.9125
  [Student-shallow] s=123 ep 70: acc=0.9130
  [Student-shallow] s=123 ep 80: acc=0.9135
  FINAL Student s=123: frozen=0.9060, shallow=0.9135

--- StudentNet seed=456 ---
  StudentNet frozen: 1290/67850 trainable params
  [Student-frozen] s=456 ep 10: acc=0.8300
  [Student-frozen] s=456 ep 20: acc=0.8900
  [Student-frozen] s=456 ep 30: acc=0.9025
  [Student-frozen] s=456 ep 40: acc=0.9115
  [Student-frozen] s=456 ep 50: acc=0.9150
  [Student-frozen] s=456 ep 60: acc=0.9165
  [Student-frozen] s=456 ep 70: acc=0.9180
  [Student-frozen] s=456 ep 80: acc=0.9175
  StudentNet shallow: 1290 params (no blocks)
  [Student-shallow] s=456 ep 10: acc=0.8615
  [Student-shallow] s=456 ep 20: acc=0.9050
  [Student-shallow] s=456 ep 30: acc=0.9160
  [Student-shallow] s=456 ep 40: acc=0.9200
  [Student-shallow] s=456 ep 50: acc=0.9235
  [Student-shallow] s=456 ep 60: acc=0.9225
  [Student-shallow] s=456 ep 70: acc=0.9225
  [Student-shallow] s=456 ep 80: acc=0.9225
  FINAL Student s=456: frozen=0.9175, shallow=0.9225

Saved: results/frozen_baselines_crossarch.json