============================================================
Sequential MNIST Experiment
Job ID: 14361023 | Node: gpub055
Start: Sat Dec 27 12:15:32 CST 2025
============================================================
NVIDIA A40, 46068 MiB
============================================================
======================================================================
BENCHMARK EXPERIMENT: SMNIST
======================================================================
Depths: [2, 4, 6, 8, 10]
Hidden dim: 128
Epochs: 30
λ_reg: 0.3, λ_target: -0.1
Device: cuda
======================================================================

Loading smnist dataset...
Dataset info: {'T': 784, 'D': 1, 'classes': 10, 'description': 'Sequential MNIST - 784 timesteps, 1 pixel at a time'}
Train batches: 469, Val batches: 79

============================================================
Depth = 2 layers
============================================================

  Training VANILLA...