Parv Venkitasubramaniam

Robust Conformal Prediction under Distribution Shift via Physics-Informed Structural Causal Model

2024 · arXiv (Cornell University)

Uncertainty is critical to reliable decision-making with machine learning. Conformal prediction (CP) handles uncertainty by predicting a set on a test input, hoping the set to cover the true label with at least $(1-α)$ confidence. …