Curvature-Band SAM Direction / results.json
Mechanism failed
1{
2 "device": "cuda",
3 "spectral_check": {
4 "eigenvalues": [
5 1.0,
6 2.0,
7 4.0,
8 7.0
9 ],
10 "rho": 3.0,
11 "polynomial_values": [
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13 1.0,
14 1.0,
15 16.0
16 ],
17 "selected_indices": [
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19 2
20 ],
21 "exact_ratio_t0": 1.1893839356328397,
22 "exact_ratio_t8": 1.7687308902470856e-11,
23 "discrete_final_unwanted": 1.8756216325799883e-18,
24 "gap": 3.0,
25 "claim_observed": true
26 },
27 "results": {
28 "sgd": {
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31 "accuracy": 0.84375,
32 "random_loss_increase": 0.00012019649147987366,
33 "mean_u_dot_g": null,
34 "mean_u_rayleigh": null
35 },
36 "sam": {
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39 "accuracy": 0.84375,
40 "random_loss_increase": 0.00011792406439781189,
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42 "mean_u_rayleigh": null
43 },
44 "cb-sam": {
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47 "accuracy": 0.84375,
48 "random_loss_increase": 0.0001632794737815857,
49 "mean_u_dot_g": 0.28911674549182254,
50 "mean_u_rayleigh": 0.41862036993106205
51 }
52 },
53 "seconds": 10.271217107772827
54}