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ResearchFormerly WizWand

Membership Inference Attack Defense on CIFAR100 Half Case

0.71Loss-Series AUCGradSparse

Evaluation results

Method	Links
GradSparse2026.01		0.71	6.56	0.84	34.38	0.84	29.07	0.88	47.29	0.82	14.73	0.75	2.58	0.98	24.08	0.83	22.67	-0.01
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
RelaxLoss2026.01		0.64	11.06	0.65	3.34	0.62	0.78	0.76	6.47	0.68	1.56	0.62	0.62	0.59	6.2	0.65	4.29	-0.02
GradNoise2026.01		0.62	6.45	0.72	6.19	0.57	2.32	0.7	12.18	0.65	3.85	0.62	1.25	0.63	3.56	0.64	5.11	-0.16
DPSGD2026.01		0.61	18.22	0.56	5.02	0.59	2.5	0.53	0.48	0.5	0.02	0.52	0	0.86	15.52	0.6	5.97	-0.01
Mixup2026.01		0.55	9.02	0.7	5.93	0.51	5.07	0.69	14.49	0.64	2.09	0.72	1.65	0.52	0.63	0.62	5.55	-0.04
HAMP2026.01		0.55	6.86	0.67	18.59	0.76	4.91	0.7	23.17	0.54	0.13	0.57	0.33	0.61	6.64	0.62	8.66	-0.09
CoFedMID2026.01		0.54	2.6	0.6	1.23	0.52	0.7	0.61	1.22	0.55	4.94	0.54	2.4	0.56	0.28	0.56	1.91	-0.03