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

Enver Menadjiev, Jihyeon Seong, Jisu Yeo +1

Sequential conformal prediction (CP) provides valid uncertainty quantification under the assumption of residual exchangeability. However, this assumption is often violated in real-…