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+============================================================
+EXTREME THRESHOLD 3.0 Experiment
+Job ID: 15261459 | Node: gpub057
+Start: Sat Jan  3 09:41:02 CST 2026
+============================================================
+NVIDIA A40, 46068 MiB
+============================================================
+================================================================================
+DEPTH SCALING BENCHMARK
+================================================================================
+Dataset: cifar100
+Depths: [4, 8, 12, 16]
+Timesteps: 4
+Epochs: 150
+λ_reg: 0.3, λ_target: -0.1
+Reg type: extreme, Warmup epochs: 10
+Device: cuda
+================================================================================
+
+Loading cifar100...
+Classes: 100, Input: (3, 32, 32)
+Train: 50000, Test: 10000
+
+Depth configurations: [(4, '4×1'), (8, '4×2'), (12, '4×3'), (16, '4×4')]
+Regularization type: extreme
+Warmup epochs: 10
+Stable init: False
+Lyapunov threshold: 3.0
+
+============================================================
+Depth = 4 conv layers (4 stages × 1 blocks)
+============================================================
+    Vanilla: depth=4, params=1,756,836
+      Epoch  10: train=0.499 test=0.440  σ=9.42e-01/3.56e-08
+      Epoch  20: train=0.627 test=0.513  σ=5.78e-01/2.44e-08
+      Epoch  30: train=0.704 test=0.534  σ=4.77e-01/1.99e-08
+      Epoch  40: train=0.754 test=0.526  σ=4.17e-01/1.73e-08
+      Epoch  50: train=0.797 test=0.567  σ=3.65e-01/1.54e-08
+      Epoch  60: train=0.832 test=0.568  σ=3.36e-01/1.38e-08
+      Epoch  70: train=0.857 test=0.575  σ=3.25e-01/1.30e-08
+      Epoch  80: train=0.884 test=0.574  σ=3.04e-01/1.20e-08
+      Epoch  90: train=0.906 test=0.594  σ=2.72e-01/1.09e-08
+      Epoch 100: train=0.921 test=0.592  σ=2.62e-01/1.01e-08
+      Epoch 110: train=0.932 test=0.604  σ=2.63e-01/1.02e-08
+      Epoch 120: train=0.943 test=0.599  σ=2.45e-01/9.00e-09
+      Epoch 130: train=0.948 test=0.599  σ=2.43e-01/8.81e-09
+      Epoch 140: train=0.950 test=0.602  σ=2.28e-01/8.51e-09
+      Epoch 150: train=0.952 test=0.602  σ=2.39e-01/8.68e-09
+      Best test acc: 0.608
+    Lyapunov: depth=4, params=1,756,836
+      Epoch  10: train=0.491 test=0.407 λ=2.045 σ=9.24e-01/3.51e-08
+      Epoch  20: train=0.622 test=0.410 λ=1.995 σ=5.75e-01/2.43e-08
+      Epoch  30: train=0.700 test=0.558 λ=1.971 σ=4.72e-01/2.00e-08
+      Epoch  40: train=0.750 test=0.522 λ=1.962 σ=4.09e-01/1.70e-08
+      Epoch  50: train=0.794 test=0.563 λ=1.959 σ=3.69e-01/1.53e-08
+      Epoch  60: train=0.826 test=0.575 λ=1.954 σ=3.38e-01/1.41e-08
+      Epoch  70: train=0.858 test=0.587 λ=1.956 σ=3.33e-01/1.30e-08
+      Epoch  80: train=0.878 test=0.596 λ=1.958 σ=3.00e-01/1.19e-08
+      Epoch  90: train=0.901 test=0.592 λ=1.955 σ=2.81e-01/1.11e-08
+      Epoch 100: train=0.919 test=0.598 λ=1.962 σ=2.62e-01/9.87e-09
+      Epoch 110: train=0.929 test=0.605 λ=1.965 σ=2.66e-01/9.85e-09
+      Epoch 120: train=0.939 test=0.609 λ=1.969 σ=2.48e-01/9.16e-09
+      Epoch 130: train=0.945 test=0.614 λ=1.979 σ=2.43e-01/8.93e-09
+      Epoch 140: train=0.948 test=0.614 λ=1.973 σ=2.36e-01/8.59e-09
+      Epoch 150: train=0.950 test=0.615 λ=1.975 σ=2.33e-01/8.44e-09
+      Best test acc: 0.621
+
+============================================================
+Depth = 8 conv layers (4 stages × 2 blocks)
+============================================================
+    Vanilla: depth=8, params=4,892,196
+      Epoch  10: train=0.391 test=0.318  σ=8.18e-01/3.12e-08
+      Epoch  20: train=0.541 test=0.435  σ=4.75e-01/2.17e-08
+      Epoch  30: train=0.631 test=0.468  σ=3.80e-01/1.77e-08
+      Epoch  40: train=0.697 test=0.492  σ=3.33e-01/1.57e-08
+      Epoch  50: train=0.753 test=0.514  σ=3.09e-01/1.41e-08
+      Epoch  60: train=0.798 test=0.519  σ=2.84e-01/1.29e-08
+      Epoch  70: train=0.837 test=0.527  σ=2.70e-01/1.17e-08
+      Epoch  80: train=0.870 test=0.537  σ=2.49e-01/1.06e-08
+      Epoch  90: train=0.897 test=0.537  σ=2.32e-01/9.53e-09
+      Epoch 100: train=0.918 test=0.534  σ=2.27e-01/9.08e-09
+      Epoch 110: train=0.933 test=0.540  σ=2.17e-01/8.41e-09
+      Epoch 120: train=0.947 test=0.541  σ=2.06e-01/7.71e-09
+      Epoch 130: train=0.954 test=0.546  σ=1.95e-01/7.44e-09
+      Epoch 140: train=0.956 test=0.546  σ=2.03e-01/7.55e-09
+      Epoch 150: train=0.957 test=0.541  σ=1.93e-01/7.46e-09
+      Best test acc: 0.554
+    Lyapunov: depth=8, params=4,892,196
+      Epoch  10: train=0.213 test=0.140 λ=2.795 σ=6.78e-01/2.67e-08
+      Epoch  20: train=0.247 test=0.178 λ=2.574 σ=3.65e-01/1.81e-08
+      Epoch  30: train=0.359 test=0.247 λ=2.635 σ=3.31e-01/1.70e-08