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DFA + residual-branch penalty test: seed=42, lam=0.01
ep 0: ||h_L||=8.893e+00 ||g_2||=9.934e-04 acc=0.1152
ep 1: ||h_L||=7.888e+02 ||g_2||=1.141e-05 eval_acc=0.3359 test_acc=0.3353
ep 10: ||h_L||=7.782e+03 ||g_2||=2.211e-06 eval_acc=0.3633 test_acc=0.3482
ep 20: ||h_L||=1.515e+04 ||g_2||=1.526e-06 eval_acc=0.3750 test_acc=0.3571
ep 30: ||h_L||=2.156e+04 ||g_2||=1.278e-06 eval_acc=0.3564 test_acc=0.3549
ep 40: ||h_L||=2.685e+04 ||g_2||=1.155e-06 eval_acc=0.3721 test_acc=0.3550
ep 50: ||h_L||=3.100e+04 ||g_2||=1.077e-06 eval_acc=0.3682 test_acc=0.3545
ep 60: ||h_L||=3.408e+04 ||g_2||=1.043e-06 eval_acc=0.3623 test_acc=0.3579
ep 70: ||h_L||=3.606e+04 ||g_2||=1.014e-06 eval_acc=0.3740 test_acc=0.3652
ep 80: ||h_L||=3.715e+04 ||g_2||=9.945e-07 eval_acc=0.3711 test_acc=0.3606
ep 90: ||h_L||=3.757e+04 ||g_2||=9.877e-07 eval_acc=0.3682 test_acc=0.3609
ep 100: ||h_L||=3.764e+04 ||g_2||=9.873e-07 eval_acc=0.3721 test_acc=0.3625
FINAL test acc: 0.3625
Compare to:
DFA-vanilla (3-seed mean): 0.308
DFA-shallow (3-seed mean): 0.349
DFA-frozen (3-seed mean): 0.349
BP-trainable (3-seed mean): 0.609
Saved results/dfa_residual_penalty/dfa_pen_lam0.01_s42.json
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