ResearchBenchmarksOnline Conformal Prediction on Stationary Dataset syntheticOnline Conformal Prediction on Stationary Dataset syntheticFollow95.8Marginal CoverageDtACI92.88893.64494.495.156Feb 3, 2026Evaluation resultsMethodMethodLinksMarginal CoverageAvg Set SizeMedian Set SizeSet Size 75% QuantileSet Size 90% QuantileSet Size 95% QuantileDtACI2026.0295.8—494665——UP2026.0295.25925007461,0701,320P CtrlLearning Rate (lr)=0.1Learning Rate (lr)=0.12026.0294.95665316928821,000PI CtrlLearning Rate (lr)=0.1Learning Rate (lr)=0.12026.0294.95675346948801,010SFOGDLearning Rate (lr)=100Learning Rate (lr)=1002026.0294.66946918419621,050KT2026.0293596574724892994