Adversarial Robustness on CIFAR-10 (PGD/C&W Norm Evaluation) benchmark leaderboard · SOTA2 Research

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

49.71PGD Accuracy (L-inf)Muon

Evaluation Results

Method	Links
Muon2026.05		49.71	48.56	60.39	59.07
SGD2026.05		48.07	48.11	60	59.19
Muon2026.05		47.71	48.01	57.83	58.08
Muon2026.05		47.03	45.66	61.15	59.19
SGD2026.05		45.13	43.08	57.92	55.81
Muon2026.05		45.12	45.78	62.07	61.97
AdamW2026.05		44.81	45.05	50.96	50.22
AdamW2026.05		44.17	43.17	50.6	49.25
SGD2026.05		43.78	44.19	58.54	58.44
SGD2026.05		43.44	43.25	66.29	65.32
Muon2026.05		43.03	42.41	63.19	61.66
Muon2026.05		42.76	42.1	65.25	63.56
AdamW2026.05		42.27	40.65	56.04	55.82
Muon2026.05		41.78	42.07	62.82	62.96
AdamW2026.05		41.76	40.95	49.55	48.53
SGD2026.05		40.58	39.12	62.14	60.47
SGD2026.05		40.13	40.47	54.9	55.36
Muon2026.05		39.97	40.89	68.09	67.78
AdamW2026.05		39.24	39.55	56.56	55.67
AdamW2026.05		38.34	37.86	59.5	58.12
AdamW2026.05		38.34	37.86	59.49	58.12
SGD2026.05		37.3	38.23	64.96	64.67
AdamW2026.05		36.7	35.48	51.64	50.15
SGD2026.05		35.23	35.53	62.25	62.42
Muon2026.05		30.71	30.88	70.37	70.49
Muon2026.05		30.29	30.5	70.55	70.69
Muon2026.05		29.88	31.71	65.23	64.75
AdamW2026.05		27.53	26.52	61.33	62.56
SGD2026.05		27.15	28.94	65.95	66.32
AdamW2026.05		26.83	26.58	61.62	62.95
SGD2026.05		26.23	26.38	64.42	64.66
AdamW2026.05		25.99	28.48	59.71	59.97
Muon2026.05		25.97	27.03	59.39	58.32
SGD2026.05		25.67	25.78	65.06	65.22
Muon2026.05		25.12	25.8	67.06	67.4
AdamW2026.05		24.84	27.62	59.82	60.38
AdamW2026.05		24.74	24.89	57.87	56.12
AdamW2026.05		24.28	26.39	55.62	55.19
Muon2026.05		24.2	24.43	65.88	66.05
SGD2026.05		23.91	23.8	43.44	42.51
AdamW2026.05		23.79	26.23	53.03	52.74
Muon2026.05		23.65	23.74	65.36	65.44
SGD2026.05		21.27	23.46	63.58	64.02
AdamW2026.05		21.26	22.64	57.92	59.11
SGD2026.05		20.04	20.2	60.65	60.79
Muon2026.05		19.76	20.81	63.67	64.23
SGD2026.05		19.11	19.62	59.53	60.01
SGD2026.05		19.02	19.51	59.44	59.95