Image Classification on CIFAR-10 original (test) (LiRA and RMIA Metrics) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-10 original (test) (LiRA and RMIA Metrics)

81.43Accuracy (Test)HAMP + CWRF

Evaluation Results

Method	Links
HAMP + CWRF2026.03		81.43	77.96	0.53	0.07	80.26	4.3	1.66
CCL2026.03		79.56	83.95	1.5	0.8	76.04	4.23	2.22
No Defense2026.03		79.44	85	2.18	1.78	74.76	5.88	3.9
HAMP2026.03		77.79	79.71	3.33	1.8	80.07	7.28	1.93
CCL + CWRF2026.03		77.77	64.82	0.22	0.1	74.25	2.8	0.93
RelaxLoss2026.03		77.1	70.51	1.38	0.52	66.6	0.52	0.12
RelaxLoss + CWRF2026.03		76.86	68.31	0.03	0.03	68.18	1.22	0.27
DP-SGD + CWRF2026.03		60.45	55.68	0.13	0	60.46	0.13	0.03
DP-SGD2026.03		57.63	54.97	0.45	0.17	60.86	0.23	0.18
RelaxLoss2026.03		57.21	73.45	0.38	0.37	72.87	0.85	0.23
RelaxLoss + CWRF2026.03		56.82	55.88	0.12	0.03	63.3	0.38	0.1
No Defense2026.03		56.45	82.88	1.6	1.92	84.44	1.52	0.45
PAST2026.03		54.84	54.3	0.17	0.08	62.99	0.97	0.25
PAST + CWRF2026.03		54.66	53.86	0.15	0.08	62.1	0.68	0.22
CCL2026.03		54.25	52.18	0.02	0	56.33	0.12	0
CCL + CWRF2026.03		53.45	51.68	0	0	51.32	0.07	0
HAMP + CWRF2026.03		52.5	50.15	0.05	0	51.5	0.13	0.02
HAMP2026.03		51.62	50.53	0.07	0	54.42	0.27	0.05