Membership Inference on TinyImageNet benchmark leaderboard · SOTA2 Research

Membership Inference on TinyImageNet

0.51LossCoFedMID

Evaluation Results

Method	Links
CoFedMID2026.01		0.51	0.5	0.53	0.56	0.54	0.57	0.58	—	—	0.52	-0.01
DPSGD2026.01		0.52	0.55	0.6	0.54	0.57	0.53	0.8	—	—	0.54	-0.13
Mixup2026.01		0.54	0.6	0.62	0.57	0.54	0.55	0.87	—	—	0.56	-0.02
HAMP2026.01		0.56	0.52	0.7	0.51	0.56	0.53	0.98	—	—	0.59	-0.02
GradNoise2026.01		0.6	0.7	0.56	0.65	0.53	0.7	0.93	—	—	0.67	0.01
RelaxLoss2026.01		0.63	0.7	0.73	0.79	0.56	0.72	0.96	—	—	0.73	0.01
GradSparse2026.01		0.64	0.78	0.76	0.82	0.54	0.7	0.97	—	—	0.74	0.02
None2026.01		0.65	0.79	0.79	0.83	0.57	0.72	0.98	—	—	0.76	0.39
CoFedMID2026.01		3.64	1.58	0.14	2.04	3.33	0.55	0.49	1.68	-0.01	—	—
CoFedMID2026.01		6	3.15	0.31	0.91	2.89	0.16	0.2	1.94	-0.02	—	—
DPSGD2026.01		9.03	1.94	10.8	0.21	1.94	0.26	3.73	3.99	-0.13	—	—
DPSGD2026.01		9.39	2.31	7.12	0.32	0.67	0.25	7.82	4.13	-0.25	—	—
Mixup2026.01		10.49	10.23	13.81	15.74	4.86	0.57	1.55	8.18	-0.02	—	—
Mixup2026.01		11.54	5.05	7.65	11.72	3.06	0.52	7.02	6.65	-0.09	—	—
HAMP2026.01		11.92	11.92	0.18	15.14	3.41	0.07	37.49	11.45	-0.02	—	—
HAMP2026.01		12.34	9.16	0	7.89	2.02	0.73	47.81	11.42	-0.11	—	—
GradSparse2026.01		14.22	7.42	7.76	13.93	4.61	0.01	22.49	10.06	0	—	—
RelaxLoss2026.01		14.28	2.23	6.03	7.84	6.18	1.58	17.21	7.91	0.01	—	—
GradSparse2026.01		14.35	7.61	8.96	11.75	2.49	1.11	25.24	10.22	0.02	—	—
GradNoise2026.01		15.62	2.95	2.29	4.77	6.54	0.7	20.4	7.61	-0.02	—	—
None2026.01		15.68	7.72	8.94	15.66	4.16	0.24	21.49	10.53	0.39	—	—
GradNoise2026.01		16.18	3.74	3.03	4.51	3.14	1.06	8.87	5.79	0.01	—	—
RelaxLoss2026.01		16.18	4.12	6.28	10.81	6.92	0.09	23.28	9.67	-0.02	—	—