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Certified Robustness on MNIST

99.2Certified Accuracy (R=0.00)

Meta-1-Dynamic-Margin

Updated 27d ago

Evaluation Results

Method	Links
Meta-1-Dynamic-Margin 2026.06		99.2	-	-	-	-	-	-	-	-	1.89	200
KT Prior 2026.06		99.2	-	-	-	-	-	-	-	-	5.08	350
CEAR-(GM) 2026.05		99	98	96	93	0	0	0	0	0	-	-
Meta-1-Dynamic-Margin 2026.06		98.8	-	-	-	-	-	-	-	-	2.2	433.33
KT Prior 2026.06		98.8	-	-	-	-	-	-	-	-	4.46	283.33
SWEEN 2026.05		98	97	94	90	0	0	0	0	0	-	-
CEAR-(RW) 2026.05		98	97	95	93	0	0	0	0	0	-	-
CEAR(RW) 2026.05		98	97	93	90	0	0	0	0	0	-	-
CEAR(GM) 2026.05		98	97	93	90	0	0	0	0	0	-	-
CEAR-(GM) 2026.05		98	97	94	89	85	72	55	25	0	-	-
RandSmooth 2026.05		97	95	93	87	0	0	0	0	0	-	-
SWEEN 2026.05		97	97	93	86	84	72	50	20	0	-	-
CEAR-(RW) 2026.05		97	94	92	87	75	66	51	26	0	-	-
RandSmooth 2026.05		96	95	92	86	77	66	39	18	0	-	-
CEAR(GM) 2026.05		96	93	90	84	75	61	44	25	0	-	-
CEAR(RW) 2026.05		94	92	87	83	75	67	58	43	0	-	-
Meta-1-Dynamic-Margin 2026.06		91.2	-	-	-	-	-	-	-	-	2.97	1,659.09
KT Prior 2026.06		91.2	-	-	-	-	-	-	-	-	4.01	402.27
CEAR-(GM) 2026.05		91	83	76	69	57	42	31	17	13	-	-
CEAR(RW) 2026.05		91	87	76	69	60	50	38	34	20	-	-
SWEEN 2026.05		88	80	71	64	50	37	28	15	9	-	-
CEAR(GM) 2026.05		88	80	72	58	45	36	22	12	7	-	-
RandSmooth 2026.05		87	80	71	59	42	28	15	9	5	-	-
CEAR-(RW) 2026.05		87	79	69	62	58	49	32	22	15	-	-