Conformal Reliability: A New Evaluation Metric for Conditional Generation

arXiv:2605.30807 · cs.LG · Submitted 2026-05-29 · Read on arXiv

cs.LG

Submitted: 2026-05-29

Updated: 2026-05-29

Project page: https://ggc29.github.io/CReL

Terminology

• Conformal Prediction — 1× in this paper · explained in 8 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes

Sources

• Auto-Encoding Variational Bayes
• Convergence Rate of Frank-Wolfe for Non-Convex Objectives
• Rectifying Conformity Scores for Better Conditional Coverage
• GIT: A Generative Image-to-text Transformer for Vision and Language
• Probabilistic Conformal Prediction Using Conditional Random Samples

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