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Membership Inference Defense on TinyImageNet (test)

0.7AUC (Loss-Series)

GradSparse

Updated 4d ago

Evaluation Results

Method	Links
GradSparse 2026.01		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
None 2026.01		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
GradSparse 2026.01		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
RelaxLoss 2026.01		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
RelaxLoss 2026.01		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
GradNoise 2026.01		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
GradNoise 2026.01		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
CoFedMID 2026.01		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
DPSGD 2026.01		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
DPSGD 2026.01		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
CoFedMID 2026.01		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
Mixup 2026.01		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
Mixup 2026.01		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
HAMP 2026.01		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
HAMP 2026.01		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