ReCIRC: Rectified Conformal Risk Control

arXiv:2609.38112 · stat.ML, cs.LG · Submitted 2026-09-29 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Calibration — 83× in this paper · explained in 7 episodes
• Conformal Prediction — 17× in this paper · explained in 5 episodes
• Benchmark — 13× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Exchangeability — 4× in this paper · explained in 2 episodes
• Covariate Shift — 3× in this paper · explained in 2 episodes
• Regularization — 3× in this paper · explained in 3 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Adaptivity — 2× in this paper · explained in 1 episode
• Epistemic Uncertainty — 2× in this paper · explained in 10 episodes
• Segmentation Masks — 2× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Hierarchical Classification — 1× in this paper · explained in 2 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Selection Bias — 1× in this paper · explained in 4 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Sources

• Conformal Risk Control for Non-Monotonic Losses
• Split Localized Conformal Prediction
• Conditional Conformal Risk Adaptation
• Controlling False Positives in Image Segmentation via Conformal Prediction

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