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Adversarial Robustness on CIFAR-10 (PGD/C&W Norm Evaluation)

49.71PGD Accuracy (L-inf)

Muon

Updated 7d ago

Evaluation Results

Method
Muon 2026.05	49.71	48.56	60.39	59.07
SGD 2026.05	48.07	48.11	60	59.19
Muon 2026.05	47.71	48.01	57.83	58.08
Muon 2026.05	47.03	45.66	61.15	59.19
SGD 2026.05	45.13	43.08	57.92	55.81
Muon 2026.05	45.12	45.78	62.07	61.97
AdamW 2026.05	44.81	45.05	50.96	50.22
AdamW 2026.05	44.17	43.17	50.6	49.25
SGD 2026.05	43.78	44.19	58.54	58.44
SGD 2026.05	43.44	43.25	66.29	65.32
Muon 2026.05	43.03	42.41	63.19	61.66
Muon 2026.05	42.76	42.1	65.25	63.56
AdamW 2026.05	42.27	40.65	56.04	55.82
Muon 2026.05	41.78	42.07	62.82	62.96
AdamW 2026.05	41.76	40.95	49.55	48.53
SGD 2026.05	40.58	39.12	62.14	60.47
SGD 2026.05	40.13	40.47	54.9	55.36
Muon 2026.05	39.97	40.89	68.09	67.78
AdamW 2026.05	39.24	39.55	56.56	55.67
AdamW 2026.05	38.34	37.86	59.5	58.12
AdamW 2026.05	38.34	37.86	59.49	58.12
SGD 2026.05	37.3	38.23	64.96	64.67
AdamW 2026.05	36.7	35.48	51.64	50.15
SGD 2026.05	35.23	35.53	62.25	62.42
Muon 2026.05	30.71	30.88	70.37	70.49
Muon 2026.05	30.29	30.5	70.55	70.69
Muon 2026.05	29.88	31.71	65.23	64.75
AdamW 2026.05	27.53	26.52	61.33	62.56
SGD 2026.05	27.15	28.94	65.95	66.32
AdamW 2026.05	26.83	26.58	61.62	62.95
SGD 2026.05	26.23	26.38	64.42	64.66
AdamW 2026.05	25.99	28.48	59.71	59.97
Muon 2026.05	25.97	27.03	59.39	58.32
SGD 2026.05	25.67	25.78	65.06	65.22
Muon 2026.05	25.12	25.8	67.06	67.4
AdamW 2026.05	24.84	27.62	59.82	60.38
AdamW 2026.05	24.74	24.89	57.87	56.12
AdamW 2026.05	24.28	26.39	55.62	55.19
Muon 2026.05	24.2	24.43	65.88	66.05
SGD 2026.05	23.91	23.8	43.44	42.51
AdamW 2026.05	23.79	26.23	53.03	52.74
Muon 2026.05	23.65	23.74	65.36	65.44
SGD 2026.05	21.27	23.46	63.58	64.02
AdamW 2026.05	21.26	22.64	57.92	59.11
SGD 2026.05	20.04	20.2	60.65	60.79
Muon 2026.05	19.76	20.81	63.67	64.23
SGD 2026.05	19.11	19.62	59.53	60.01
SGD 2026.05	19.02	19.51	59.44	59.95