Membership Inference Attack Defense on CIFAR10

90AUC (Loss-Series)None

Evaluation results

Method
None2026.01	90	38.14	90	34.26	91	49.36	94	47.18	56	0	59	0	99	56.09	—	—	—	73
None2026.01	86	32.73	85	24.98	85	43.46	90	31.16	58	0.6	60	0	99	32.49	—	—	—	68
CoFedMID2026.01	70	0	58	13.94	70	9.68	73	0.1	48	0.64	48	0.72	53	0	—	—	—	70
CoFedMID2026.01	65	0	41	1.81	53	0	65	0	48	0.08	52	0.56	51	0.08	—	—	—	66
DPSGD2026.01	62	12.1	52	2.02	43	0.84	54	0.84	50	0.28	51	0.96	68	0.83	54	2.55	-0.02	—
GradSparse2026.01	62	0.84	63	13.58	59	15.52	66	22.96	58	0.72	59	0	90	14.25	65	9.7	-0.01	—
HAMP2026.01	62	7.3	61	13.92	57	16.84	65	23.98	61	0	63	2.24	64	15.29	62	11.37	-0.04	—
None2026.01	62	8.36	59	0.46	62	0.66	57	0.54	56	0.4	61	0.08	91	6.89	—	—	—	77
No defense2026.01	62	11.1	—	—	—	—	55	0.29	50	1.7	—	—	80	0.03	—	—	—	—
None2026.01	61	1.54	63	15.78	60	13.72	67	22.89	57	0.93	59	0.09	94	16.06	66	10.14	0.85	—
GradSparse2026.01	60	2.46	61	13.1	57	11.84	64	23.42	57	2.6	59	0	70	1.03	61	7.78	-0.01	—
DPSGD2026.01	60	7.91	54	1.58	51	0.31	54	0.58	51	0.42	51	0.02	73	4.12	56	2.13	-0.12	—
HAMP2026.01	59	3.64	59	15.1	52	19.68	61	24.02	59	2.48	63	1.32	67	20.11	60	12.34	-0.02	—
GradNoise2026.01	58	4.42	62	1.92	34	4.63	57	7.63	54	0.82	55	0	61	0.42	54	2.83	-0.08	—
GradNoise2026.01	58	1.68	61	0.6	44	0.82	56	7.38	54	0.76	55	0.04	63	0.86	56	1.73	-0.16	—
None2026.01	58	3.85	61	4.77	67	4.69	55	4.73	57	0	61	0	67	0.35	—	—	—	77
CoFedMID2026.01	57	1.03	56	0.11	46	0.1	60	0.85	58	2.46	60	1.92	64	1.69	57	1.17	-0.02	—
CoFedMID2026.01	56	3.29	56	0.03	58	0.09	58	0.15	59	1.2	60	3.02	54	2.14	56	1.42	-0.01	—
RelaxLoss2026.01	55	8.06	56	1.7	46	6.6	60	14.74	54	1.52	47	0.16	52	0.45	53	4.75	-0.03	—
RelaxLoss2026.01	54	14.08	54	0.62	57	2.22	56	5.7	51	0	52	0.04	52	0.24	53	3.27	-0.08	—
CoFedMID2026.01	54	3.04	—	—	—	—	52	0.96	53	0.8	—	—	63	1.98	—	—	—	—
CoFedMID2026.01	54	2.2	—	—	—	—	55	0.38	50	0.16	—	—	64	0.32	—	—	—	—
Mixup2026.01	53	4.3	64	7.96	62	3.12	51	7.56	58	0.16	62	0.32	51	0.51	57	3.42	-0.05	—
Mixup2026.01	50	3.9	68	9.48	61	4.24	52	11.46	50	0.4	56	0.8	51	0	54	4.33	-0.03	—
CoFedMID2026.01	50	2.24	47	5.63	54	7.15	46	0.04	51	1.12	54	0.84	48	1.84	—	—	—	72
CoFedMID2026.01	49	5.28	47	8.48	52	3.58	38	0.18	52	0	54	0	61	0	—	—	—	75