2 papers
cs.LG2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage
Konstantina Bairaktari, Jiayun Wu, Zhiwei Steven Wu
Conformal prediction is a powerful distribution-free framework for constructing prediction sets with coverage guarantees. Classical methods, such as split conformal prediction, pro…
cs.LG2025
Dimension-Free Decision Calibration for Nonlinear Loss Functions
Jingwu Tang, Jiayun Wu, Zhiwei Steven Wu +1
When model predictions inform downstream decision making, a natural question is under what conditions can the decision-makers simply respond to the predictions as if they were the…