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ResearchFormerly WizWand

Membership Inference Attack Defense on CIFAR100 non-iid (test)

0.89Loss-Series AUCNone

Evaluation results

Method	Links
None2026.01		0.89	49.91	0.94	57.36	0.95	75.47	0.95	76.01	0.49	4.52	0.61	0.4	1	63.77	38
None2026.01		0.84	34.52	0.89	35.19	0.91	52.07	0.92	58.57	0.56	3.28	0.69	0.6	0.99	62.01	45
None2026.01		0.71	19.32	0.78	10.69	0.82	19.47	0.85	26.51	0.68	6.84	0.79	1.2	0.98	32.93	47
CoFedMID2026.01		0.7	11.62	0.54	3.06	0.77	2.18	0.66	0.21	0.45	3.32	0.54	0.12	0.58	0.46	37
None2026.01		0.66	10.82	0.8	6	0.79	4.74	0.83	12.64	0.74	0	0.8	4.96	0.92	11.8	46
CoFedMID2026.01		0.59	6.93	0.56	3.01	0.66	1.79	0.64	2.3	0.45	0	0.54	0.16	0.52	0.4	42
CoFedMID2026.01		0.48	3.82	0.52	2.11	0.5	1.47	0.59	3.53	0.47	0	0.57	1.36	0.54	0.03	45
CoFedMID2026.01		0.46	2.62	0.5	1.8	0.5	0.5	0.57	3.04	0.5	0.6	0.58	0.56	0.5	0	45