Uncertainty Quantification

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025 CP$^2$: Leveraging Geometry for Conformal Prediction via Canonicalization UAI 2025 CUGF: A Reliable and Fair Recommendation Framework AAAI 2025 CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction AAAI 2025 Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025 Decoupling epistemic and aleatoric uncertainties with possibility theory AISTATS 2025 DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025 Demystify Verbosity Compensation Behavior of Large Language Models EMNLP 2025 Deterministic Object Pose Confidence Region Estimation ICCV 2025 Diffusion Epistemic Uncertainty with Asymmetric Learning for Diffusion-Generated Image Detection ICCV 2025 Diffusion Model Guided Sampling with Pixel-Wise Aleatoric Uncertainty Estimation WACV 2025 DiL: An Explainable and Practical Metric for Abnormal Uncertainty in Object Detection WACV 2025 Disentangling Subjectivity and Uncertainty for Hate Speech Annotation and Modeling using Gaze EMNLP 2025 Disentangling Uncertainties by Learning Compressed Data Representation L4DC 2025 Document-Level Text Generation with Minimum Bayes Risk Decoding using Optimal Transport ACL 2025 Do Large Language Models Know When Not to Answer in Medical QA? EMNLP 2025 Do not Abstain! Identify and Solve the Uncertainty ACL 2025 DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation AAAI 2025 Dynamic Uncertainty Estimation for Offline Reinforcement Learning AAAI 2025 Early Concept Drift Detection via Prediction Uncertainty AAAI 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025 Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection AAAI 2025 Epistemic Bellman Operators AAAI 2025 ERGO: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models EMNLP 2025