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
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
|
=== CIFAR-100 per-seed diagnostics ===
s=42 (Sun Apr 26 10:16:19 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 42
============================================================
--- BP ---
[BP] Epoch 1: loss=3.9752, train=0.0983, test=0.1432
[BP] Epoch 10: loss=3.0848, train=0.2424, test=0.2492
[BP] Epoch 20: loss=2.8041, train=0.2935, test=0.2883
[BP] Epoch 30: loss=2.6019, train=0.3352, test=0.3078
[BP] Epoch 40: loss=2.4193, train=0.3727, test=0.3158
[BP] Epoch 50: loss=2.2631, train=0.4053, test=0.3160
[BP] Epoch 60: loss=2.1134, train=0.4371, test=0.3223
[BP] Epoch 70: loss=1.9686, train=0.4729, test=0.3207
[BP] Epoch 80: loss=1.8724, train=0.4941, test=0.3197
[BP] Epoch 90: loss=1.8161, train=0.5069, test=0.3197
[BP] Epoch 100: loss=1.7897, train=0.5126, test=0.3192
Final test acc: 0.3192
--- DFA ---
[DFA] Epoch 1: loss=4.1736, train=0.0679, test=0.0775
[DFA] Epoch 10: loss=4.0844, train=0.0798, test=0.0819
[DFA] Epoch 20: loss=4.0627, train=0.0840, test=0.0759
[DFA] Epoch 30: loss=4.0466, train=0.0876, test=0.0840
[DFA] Epoch 40: loss=4.0357, train=0.0896, test=0.0862
[DFA] Epoch 50: loss=4.0347, train=0.0909, test=0.0879
[DFA] Epoch 60: loss=4.0298, train=0.0933, test=0.0879
[DFA] Epoch 70: loss=4.0244, train=0.0958, test=0.0883
[DFA] Epoch 80: loss=4.0232, train=0.0939, test=0.0871
[DFA] Epoch 90: loss=4.0219, train=0.0962, test=0.0870
[DFA] Epoch 100: loss=4.0244, train=0.0949, test=0.0875
Final test acc: 0.0875
--- FA ---
[FA] Epoch 1: loss=4.1842, train=0.0639, test=0.0598
[FA] Epoch 10: loss=3.9551, train=0.0978, test=0.0949
[FA] Epoch 20: loss=3.8745, train=0.1103, test=0.1101
[FA] Epoch 30: loss=3.8457, train=0.1160, test=0.1212
[FA] Epoch 40: loss=3.7975, train=0.1235, test=0.1247
[FA] Epoch 50: loss=3.7623, train=0.1290, test=0.1332
[FA] Epoch 60: loss=3.7338, train=0.1341, test=0.1397
[FA] Epoch 70: loss=3.7109, train=0.1404, test=0.1400
[FA] Epoch 80: loss=3.6910, train=0.1426, test=0.1457
[FA] Epoch 90: loss=3.6844, train=0.1436, test=0.1455
[FA] Epoch 100: loss=3.6859, train=0.1440, test=0.1464
Final test acc: 0.1464
All results saved to results/cifar100_d256_L4_s42/results_cifar100.json
s=123 (Sun Apr 26 10:35:54 AM CDT 2026)
Using device: cuda:0
============================================================
Seed 123
============================================================
--- BP ---
[BP] Epoch 1: loss=3.9679, train=0.0986, test=0.1439
[BP] Epoch 10: loss=3.0754, train=0.2440, test=0.2501
[BP] Epoch 20: loss=2.8025, train=0.2938, test=0.2812
[BP] Epoch 30: loss=2.5874, train=0.3376, test=0.3021
[BP] Epoch 40: loss=2.4113, train=0.3699, test=0.3104
[BP] Epoch 50: loss=2.2468, train=0.4084, test=0.3160
[BP] Epoch 60: loss=2.1034, train=0.4373, test=0.3209
[BP] Epoch 70: loss=1.9664, train=0.4711, test=0.3212
[BP] Epoch 80: loss=1.8659, train=0.4913, test=0.3208
[BP] Epoch 90: loss=1.8143, train=0.5098, test=0.3201
[BP] Epoch 100: loss=1.7758, train=0.5158, test=0.3218
Final test acc: 0.3218
--- DFA ---
[DFA] Epoch 1: loss=4.1790, train=0.0644, test=0.0808
[DFA] Epoch 10: loss=4.1013, train=0.0738, test=0.0764
[DFA] Epoch 20: loss=4.0720, train=0.0808, test=0.0803
[DFA] Epoch 30: loss=4.0493, train=0.0865, test=0.0845
[DFA] Epoch 40: loss=4.0403, train=0.0866, test=0.0855
[DFA] Epoch 50: loss=4.0321, train=0.0897, test=0.0852
[DFA] Epoch 60: loss=4.0243, train=0.0921, test=0.0856
[DFA] Epoch 70: loss=4.0213, train=0.0924, test=0.0868
[DFA] Epoch 80: loss=4.0207, train=0.0933, test=0.0867
[DFA] Epoch 90: loss=4.0178, train=0.0948, test=0.0875
[DFA] Epoch 100: loss=4.0181, train=0.0932, test=0.0872
Final test acc: 0.0872
--- FA ---
[FA] Epoch 1: loss=4.1971, train=0.0632, test=0.0708
[FA] Epoch 10: loss=4.0477, train=0.0854, test=0.0847
[FA] Epoch 20: loss=3.9867, train=0.0968, test=0.0997
[FA] Epoch 30: loss=3.9504, train=0.1036, test=0.1037
[FA] Epoch 40: loss=3.9204, train=0.1070, test=0.1068
[FA] Epoch 50: loss=3.8915, train=0.1107, test=0.1091
[FA] Epoch 60: loss=3.8680, train=0.1147, test=0.1135
[FA] Epoch 70: loss=3.8517, train=0.1166, test=0.1156
[FA] Epoch 80: loss=3.8433, train=0.1188, test=0.1182
[FA] Epoch 90: loss=3.8342, train=0.1202, test=0.1215
[FA] Epoch 100: loss=3.8330, train=0.1228, test=0.1208
Final test acc: 0.1208
All results saved to results/cifar100_d256_L4_s123/results_cifar100.json
=== CIFAR-100 PER-SEED DONE (Sun Apr 26 10:55:31 AM CDT 2026) ===
|
