ResearchBenchmarksOnline Conformal Prediction on Sinusoid Dataset syntheticOnline Conformal Prediction on Sinusoid Dataset syntheticFollow95Marginal CoverageSFOGD92.71293.30693.994.494Feb 3, 2026Evaluation resultsMethodMethodLinksMarginal CoverageAvg Set SizeMedian Set SizeSet Size 75% QuantileSet Size 90% QuantileSet Size 95% QuantileSFOGDLearning rate (lr)=100Learning rate (lr)=1002026.029528.627.74050.457.8P CtrlLearning rate (lr)=0.5Learning rate (lr)=0.52026.029522.821.934.941.845PI CtrlLearning rate (lr)=0.5Learning rate (lr)=0.52026.029522.821.534.941.945.1DtACI2026.0294.2—26.433.2——UP2026.0293.121.117.934.143.248.3KT2026.0292.826.927.632.134.535.3