2 papers
stat.ML2026
Co-optimization for Adaptive Conformal Prediction
Xiaoyi Su, Zhixin Zhou, Rui Luo
In regression, conformal prediction often suffers from inefficiency under heteroscedasticity and skewness due to fixed, non-adaptive interval centering. We propose CoCP, a new meth…
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…