Membership Inference Defense on TinyImageNet (test) benchmark leaderboard · SOTA2 Research

Membership Inference Defense on TinyImageNet (test)

0.7AUC (Loss-Series)GradSparse

Evaluation Results

Method	Links
GradSparse2026.01		0.7	19.5	0.85	18.12	0.82	16.74	0.87	29.74	0.64	1.2	0.73	0.08	0.98	39.42	0.8	17.83	-0.09
None2026.01		0.69	19.41	0.84	20.86	0.82	17.34	0.86	30.66	0.64	0.38	0.71	0.25	0.98	29.25	0.79	16.88	0.49
GradSparse2026.01		0.69	19.66	0.85	22.72	0.82	17.7	0.87	31.88	0.64	0.36	0.71	0.72	0.98	26.15	0.79	17.03	0
RelaxLoss2026.01		0.67	18.08	0.65	1.98	0.71	4.1	0.82	12.22	0.63	0.64	0.72	0	0.93	11.86	0.73	6.98	-0.01
RelaxLoss2026.01		0.66	17.72	0.65	1.18	0.7	4.08	0.82	12.32	0.62	1.68	0.7	0.64	0.87	7.56	0.72	6.45	-0.01
GradNoise2026.01		0.6	11.74	0.7	4.14	0.48	7.55	0.67	13.37	0.57	0.66	0.63	0.04	0.8	11.64	0.64	7.02	-0.09
GradNoise2026.01		0.59	12.02	0.68	3.5	0.56	5.07	0.66	11.57	0.55	0.5	0.61	0.2	0.76	7.44	0.63	5.76	-0.17
CoFedMID2026.01		0.56	9.9	0.59	0.56	0.53	1	0.59	5.3	0.5	0.48	0.58	0.2	0.68	0.99	0.57	2.63	-0.02
DPSGD2026.01		0.54	12.44	0.55	3.22	0.62	7.16	0.54	0.56	0.54	1.76	0.52	0	0.85	5.23	0.59	4.34	-0.15
DPSGD2026.01		0.54	13.02	0.56	3.86	0.51	4.12	0.53	0.16	0.55	1.24	0.55	0	0.91	9.43	0.59	4.55	-0.17
CoFedMID2026.01		0.53	8.79	0.61	0.87	0.53	0.71	0.61	0.42	0.52	0.23	0.6	0.05	0.6	0	0.57	1.58	-0.01
Mixup2026.01		0.51	13.34	0.62	11.04	0.63	12.1	0.59	17.7	0.51	0.04	0.56	0.12	0.83	1.39	0.63	7.96	0
Mixup2026.01		0.51	13.08	0.62	6.1	0.45	5.56	0.61	14.34	0.46	3.32	0.55	0.04	0.89	0.64	0.58	6.15	-0.03
HAMP2026.01		0.48	16.3	0.51	11.4	0.67	0	0.48	13.58	0.45	1.72	0.51	0	0.99	43.68	0.58	12.38	-0.07
HAMP2026.01		0.45	14.96	0.52	15.34	0.73	0.24	0.5	20.62	0.48	0	0.51	0	0.99	40.29	0.6	13.06	-0.01