Uncertainty Quantification

Calibrating Language Models for Neural Ranking under Noisy Supervision with Relaxed Labels EMNLP 2025 Calibrating LLM Confidence by Probing Perturbed Representation Stability EMNLP 2025 CAMEL: Confidence-Aware Multi-Task Ensemble Learning with Spatial Information for Retina OCT Image Classification and Segmentation WACV 2025 Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025 Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? EMNLP 2025 Can VLMs Recall Factual Associations From Visual References? EMNLP 2025 CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control JMLR 2025 CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs ACML 2025 CDI: Copyrighted Data Identification in Diffusion Models CVPR 2025 CER: Confidence Enhanced Reasoning in LLMs ACL 2025 Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios EMNLP 2025 Clinical Measurements with Calibrated Instance-Dependent Confidence Interval MIDL 2025 CoAlign: Uncertainty Calibration of LLM for Geospatial Repartition ACL 2025 Combining Priors with Experience: Confidence Calibration Based on Binomial Process Modeling AAAI 2025 ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty ACL 2025 Confidence Calibration in Large Language Model-Based Entity Matching EMNLP 2025 Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025 Conformalized Interval Arithmetic with Symmetric Calibration AAAI 2025 Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information UAI 2025 Conformal Prediction for Partial Label Learning AAAI 2025 Conformal Prediction for Zero-Shot Models CVPR 2025 ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction ICCV 2025 Conformal Structured Prediction ICLR 2025 Conformal Thresholded Intervals for Efficient Regression AAAI 2025 Consensus or Conflict? Fine-Grained Evaluation of Conflicting Answers in Question-Answering EMNLP 2025