2 papers
stat.ML2026
Co-optimization for Adaptive Conformal Prediction
Xiaoyi Su, Zhixin Zhou, Rui Luo
Conformal prediction (CP) provides finite-sample, distribution-free marginal coverage, but standard conformal regression intervals can be inefficient under heteroscedasticity and s…
cs.LG2024
Adaptive Conformal Inference by Particle Filtering under Hidden Markov Models
Xiaoyi Su, Zhixin Zhou, Rui Luo
Conformal inference is a statistical method used to construct prediction sets for point predictors, providing reliable uncertainty quantification with probability guarantees. This…