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ResearchFormerly WizWand

Membership Inference Attack Defense on CIFAR100 Pair Case

0.7Loss-Series AUCNone

Evaluation results

Method	Links
None2026.01		0.7	4.84	0.84	32.17	0.84	27.16	0.88	45.59	0.82	6.87	0.74	1.18	0.98	16.72	0.83	19.05	0.57
GradSparse2026.01		0.7	5.34	0.84	32.99	0.85	29.36	0.88	47.78	0.83	13.78	0.75	0.93	0.99	25.33	0.83	22.22	-0.01
RelaxLoss2026.01		0.63	9.96	0.65	1.26	0.59	0.81	0.78	8.21	0.76	1.54	0.64	0.21	0.64	3.39	0.67	3.63	0
GradNoise2026.01		0.62	6.02	0.74	5.92	0.46	3.84	0.7	12.8	0.66	6.81	0.63	0.66	0.61	3.06	0.63	5.59	-0.1
HAMP2026.01		0.6	5.66	0.65	16.92	0.72	10.7	0.68	20.77	0.54	0.09	0.56	0	0.6	2.86	0.61	8.14	-0.03
DPSGD2026.01		0.58	17.76	0.56	4.64	0.55	2.64	0.54	0.49	0.52	0.5	0.54	0.02	0.74	4.34	0.58	4.34	0
Mixup2026.01		0.52	7.08	0.74	8.4	0.51	10.54	0.69	18.69	0.59	0.21	0.69	0.38	0.47	0.39	0.6	6.53	-0.03
CoFedMID2026.01		0.52	2.02	0.61	1.51	0.52	0.7	0.63	1.09	0.57	2.04	0.55	1.21	0.56	0.18	0.57	1.25	-0.01