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Conformal Prediction on CIFAR-10-C (Marginal Coverage & Quantile Size Analysis)

92.9Marginal Coverage

ACP-ACC

Updated 1mo ago

Evaluation Results

Method	Links
ACP-ACC 2026.06		92.9	3.843	87.4	8.302	95.8	7.798	93.2	2.809
ACP-AEC 2026.06		91.5	2.801	78	7.078	92.7	6.374	92.8	1.844
ACP-ACC 2026.06		91.2	3.529	85.2	7.843	95.2	7.388	91.4	2.522
Retrain 2026.06		91.1	9.136	90.6	9.156	91.6	9.141	91	9.133
AdaTS 2026.06		90.9	2.588	57.3	4.587	91.4	4.659	94.4	2.082
ACP-AEC 2026.06		90.9	2.736	72.4	6.271	93.6	6.337	92.5	1.85
ACP-MC 2026.06		90.8	3.9	84.9	8.36	90.4	7.658	91.5	2.89
ACP-ACC 2026.06		90.6	3.055	76.8	7.097	93.6	6.65	91.7	2.118
ACP-ACC 2026.06		90.4	2.807	77.9	7.152	93.2	6.351	91.4	1.845
Standard 2026.06		90.2	1.968	48.9	3.712	87.7	3.926	95	1.505
ACP-AEC 2026.06		90.2	2.636	67.4	5.982	92.2	6.002	92.4	1.807
ACP-MC 2026.06		90.2	3.684	86.4	8.315	94	7.623	90.1	2.632
ACP-AEC 2026.06		90.2	2.709	70.4	6.192	94.1	6.376	91.8	1.818
ACP-ACC 2026.06		90.1	2.701	80.3	7.331	93.1	6.247	90.8	1.701
ACP-MC 2026.06		90	3.746	84.8	8.152	90.9	7.502	90.5	2.745
AdaTS 2026.06		90	2.404	52.2	4.104	90.7	4.431	93.9	1.936
Retrain 2026.06		90	7.754	77.4	6.816	88.1	7.828	91.7	7.842
Retrain 2026.06		90	7.268	80.2	6.891	88.4	7.331	91.3	7.3
Standard 2026.06		90	1.943	44.3	3.433	88.1	3.904	95.2	1.512
ACP-AEC 2026.06		90	2.698	69.4	6.208	92.8	6.273	91.8	1.823
Retrain 2026.06		90	6.392	79.5	6.624	85.5	6.585	91.7	6.338
Standard 2026.06		90	1.924	45.1	3.49	87.5	3.859	95.1	1.484
ACP-MC 2026.06		90	3.526	88.8	8.28	94.4	7.496	89.5	2.453
Retrain 2026.06		90	5.591	81	6.701	85.3	6.053	91.7	5.406
Standard 2026.06		90	1.929	45.8	3.549	88.6	3.893	95	1.478
Standard 2026.06		89.9	1.917	45.8	3.459	88	3.901	94.9	1.47
AdaTS 2026.06		89.9	2.425	50.9	4.152	90.9	4.403	94	1.968
AdaTS 2026.06		89.9	2.396	51.2	4.184	89.9	4.363	93.9	1.927
AdaTS 2026.06		89.9	2.365	52.6	4.182	90.9	4.346	93.9	1.891
ACP-MC 2026.06		89.8	3.738	85.9	8.227	91.1	7.488	90	2.724