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conformal prediction

208 papers

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Also known as

ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

Conformalized Interval Arithmetic with Symmetric Calibration AAAI 2025
Conformal Thresholded Intervals for Efficient Regression AAAI 2025
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification AAAI 2025
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework AAAI 2025
Two-stage Risk Control with Application to Ranked Retrieval IJCAI 2025
Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025
TorchCP: A Python Library for Conformal Prediction JMLR 2025
Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation CVPR 2025
Do Large Language Models Know When Not to Answer in Medical QA? EMNLP 2025
Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction AAAI 2024
Towards Modeling Uncertainties of Self-Explaining Neural Networks via Conformal Prediction AAAI 2024
Conformal Autoregressive Generation: Beam Search with Coverage Guarantees AAAI 2024
On the Expected Size of Conformal Prediction Sets AISTATS 2024
Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition NAACL 2024
Conformal Inverse Optimization NIPS 2024
Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals AAAI 2024
Conformal Prediction Regions for Time Series Using Linear Complementarity Programming AAAI 2024
Integrating Uncertainty Awareness into Conformalized Quantile Regression AISTATS 2024
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction NAACL 2024
Split Conformal Prediction and Non-Exchangeable Data JMLR 2024
Label Noise Robustness of Conformal Prediction JMLR 2024
Online Calibrated and Conformal Prediction Improves Bayesian Optimization AISTATS 2024
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data AAAI 2024
Predictive Inference with Weak Supervision JMLR 2024