Informativeness of Weighted Conformal Prediction

M Ying, W Guo, K Khamaru, Y Hung - arXiv preprint arXiv:2405.06479, 2024 - arxiv.org
Weighted conformal prediction (WCP), a recently proposed framework, provides uncertainty
quantification with the flexibility to accommodate different covariate distributions between …

Distribution-Free Predictive Inference under Unknown Temporal Drift

E Han, C Huang, K Wang - arXiv preprint arXiv:2406.06516, 2024 - arxiv.org
Distribution-free prediction sets play a pivotal role in uncertainty quantification for complex
statistical models. Their validity hinges on reliable calibration data, which may not be readily …