3 papers
stat.ML2026
Minimum Volume Optimal Transport for Multivariate Conformal Prediction
Chuchen Zhang, Haojie Ren, Zhaojun Wang +2
Optimal transport (OT) enables multivariate conformal prediction (CP) to construct flexible prediction sets that reflect the underlying complex distributional geometry while retain…
stat.ME2026
Shape-Adaptive Conditional Calibration for Conformal Prediction via Minimax Optimization
Yajie Bao, Chuchen Zhang, Zhaojun Wang +2
Achieving valid conditional coverage in conformal prediction is challenging due to the theoretical difficulty of satisfying pointwise constraints in finite samples. Building upon t…
stat.ME2025
Feedback-Enhanced Online Multiple Testing with Applications to Conformal Selection
Lin Lu, Yuyang Huo, Haojie Ren +2
This work studies online multiple testing with feedback, where decisions are made sequentially, and the true state of the hypothesis is revealed after decisions are made, either in…