faeval.git/experiments/synth_nonlinearity_ladder.py, branch master Unnamed repository; edit this file 'description' to name the repository. Add Phase 2 explore experiments: synthetic nonlinearity ladder + CIFAR depth scan 2026-03-24T02:04:30+00:00 YurenHao0426 Blackhao0426@gmail.com 2026-03-24T02:04:30+00:00 9940a5e2d3a45fc97eba33fd504bf7b1123a50ab - synth_nonlinearity_ladder.py: teacher-student with phi_alpha(z) = (1-a)z + a*tanh(z) Sweeps alpha x depth to find where state bridge / credit bridge fail - cifar_depth_scan.py: CIFAR-10 with L={2,4,6,8,12}, d={256,512} Finds Goldilocks regime for credit bridge vs DFA - plot_synth_ladder.py: phase diagram visualization Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> 
- synth_nonlinearity_ladder.py: teacher-student with phi_alpha(z) = (1-a)z + a*tanh(z)
  Sweeps alpha x depth to find where state bridge / credit bridge fail
- cifar_depth_scan.py: CIFAR-10 with L={2,4,6,8,12}, d={256,512}
  Finds Goldilocks regime for credit bridge vs DFA
- plot_synth_ladder.py: phase diagram visualization

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>