TRACE: Transport Alignment Conformal Prediction via Diffusion and Flow Matching Models

Zhenhan Fang, Aixin Tan, Jian Huang

Constructing valid and informative conformal prediction regions for multi-dimensional outputs remains a fundamental challenge. While conformal prediction provides finite-sample, di…