Ensuring Calibration Robustness in Split Conformal Prediction Under Adversarial Attacks

Xunlei Qian, Yue Xing

Conformal prediction (CP) provides distribution-free, finite-sample coverage guarantees but critically relies on exchangeability, a condition often violated under distribution shif…