2 papers
stat.ML2026
Distribution-informed Online Conformal Prediction
Dongjian Hu, Junxi Wu, Shu-Tao Xia +1
Conformal prediction provides a pivotal and flexible technique for uncertainty quantification by constructing prediction sets with a predefined coverage rate. Many online conformal…
stat.ML2025
Error-quantified Conformal Inference for Time Series
Junxi Wu, Dongjian Hu, Yajie Bao +2
Uncertainty quantification in time series prediction is challenging due to the temporal dependence and distribution shift on sequential data. Conformal inference provides a pivotal…