Conformal Prediction on 5-class synthetic data Example 2 covariate shift a=0.5 Hard Bin (r* <= 0.5) benchmark leaderboard · SOTA2 Research

Conformal Prediction on 5-class synthetic data Example 2 covariate shift a=0.5 Hard Bin (r* <= 0.5)

85.6CoverageACP-ACC

Evaluation Results

Method	Links
ACP-ACC2026.06		85.6	4.07
ACP-MC2026.06		84.9	3.989
ACP-MC2026.06		83.8	3.957
ACP-MC2026.06		82.1	3.905
Retrain2026.06		82.1	3.371
Retrain2026.06		81.9	3.944
ACP-ACC2026.06		81.9	3.735
ACP-ACC2026.06		81.7	3.646
ACP-ACC2026.06		81.7	3.667
ACP-MC2026.06		81.5	3.945
ACP-ACC2026.06		81.4	3.639
ACP-AEC2026.06		79.2	3.631
ACP-MC2026.06		79	3.898
ACP-AEC2026.06		78.2	3.569
Retrain2026.06		78.1	3.522
ACP-AEC2026.06		78	3.571
ACP-AEC2026.06		77.5	3.565
ACP-AEC2026.06		77.2	3.523
AdaTS2026.06		76.7	3.435
AdaTS2026.06		76.3	3.424
AdaTS2026.06		76.2	3.403
AdaTS2026.06		76.2	3.397
Retrain2026.06		76.1	3.422
AdaTS2026.06		75.8	3.378
Standard2026.06		74.6	3.383
Standard2026.06		74.4	3.372
Standard2026.06		74.1	3.369
Standard2026.06		74.1	3.338
Standard2026.06		73.9	3.366
Retrain2026.06		73	3.325