1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
|
=== 6-METHOD AUDIT: d=512 L=2, seeds 1,2,5 ===
Start: Sun Apr 26 08:50:41 AM CDT 2026
seed=1 (Sun Apr 26 08:50:41 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 1
============================================================
--- BP ---
[BP] Epoch 1: loss=1.9296, train=0.3129, test=0.3920
[BP] Epoch 10: loss=1.3859, train=0.4995, test=0.5210
[BP] Epoch 20: loss=1.2614, train=0.5473, test=0.5560
[BP] Epoch 30: loss=1.1744, train=0.5783, test=0.5708
[BP] Epoch 40: loss=1.1065, train=0.6047, test=0.5824
[BP] Epoch 50: loss=1.0347, train=0.6289, test=0.5947
[BP] Epoch 60: loss=0.9762, train=0.6505, test=0.5996
[BP] Epoch 70: loss=0.9339, train=0.6657, test=0.6027
[BP] Epoch 80: loss=0.8948, train=0.6800, test=0.6057
[BP] Epoch 90: loss=0.8688, train=0.6898, test=0.6049
[BP] Epoch 100: loss=0.8640, train=0.6923, test=0.6061
Final test acc: 0.6061
--- DFA ---
[DFA] Epoch 1: loss=2.0591, train=0.2454, test=0.2655
[DFA] Epoch 10: loss=2.0095, train=0.2684, test=0.2903
[DFA] Epoch 20: loss=2.0058, train=0.2681, test=0.2783
[DFA] Epoch 30: loss=2.0053, train=0.2721, test=0.2762
[DFA] Epoch 40: loss=2.0044, train=0.2712, test=0.2959
[DFA] Epoch 50: loss=2.0005, train=0.2729, test=0.2901
[DFA] Epoch 60: loss=1.9964, train=0.2742, test=0.2919
[DFA] Epoch 70: loss=1.9982, train=0.2780, test=0.2913
[DFA] Epoch 80: loss=1.9966, train=0.2753, test=0.2950
[DFA] Epoch 90: loss=1.9938, train=0.2775, test=0.2936
|
