Enver Menadjiev

DistMatch: Adaptive Binning via Distribution Matching for Robust Sequential Conformal Prediction

Sequential conformal prediction (CP) provides valid uncertainty quantification under the assumption of residual exchangeability. However, this assumption is often violated in real-world time series due to temporal dependencies and distributional shifts. While recent methods attempt to approximate ex…