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============================================================
Hyperparameter Grid Search
Job ID: 14588050 | Node: gpub022
Start: Tue Dec 30 01:32:09 CST 2025
============================================================
NVIDIA A40, 46068 MiB
============================================================
================================================================================
HYPERPARAMETER GRID SEARCH
================================================================================
Depths: [4, 6, 8, 10]
λ_reg values: [0.01, 0.05, 0.1, 0.2, 0.3]
λ_target values: [0.0, -0.05, -0.1, -0.2]
Total configurations: 80
Epochs per config: 15
Device: cuda
================================================================================

Using CIFAR-10 with rate encoding
Data: T=8, D=3072, classes=10


================================================================================
GRID SEARCH ANALYSIS
================================================================================

Depth    Best λ_reg   Best λ_target  Val Acc    Lyapunov  
--------------------------------------------------------------------------------
4        0.010        -0.100         0.199      0.943     
6        0.010        0.000          0.100      1.139     
8        0.010        -0.100         0.100      1.283     
10       0.010        0.000          0.100      1.394     

================================================================================
ADAPTIVE HYPERPARAMETER CURVES
================================================================================
Not enough successful runs to fit curves

Results saved to runs/grid_search_cifar10/20251230-134445
Plots saved to runs/grid_search_cifar10/20251230-134445
============================================================
Finished: Tue Dec 30 13:44:50 CST 2025
============================================================