2025
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering
ICLR 2025poster
Generative models lack rigorous statistical guarantees with respect to their predictions. In this work, we propose Sequential Conformal Prediction for Generative Models (SCOPE-Gen), a sequential conformal prediction method producing prediction sets that satisfy a rigorous statistical guarantee calle…