Uncertainty Quantification

Uncertainty Quantification of Click and Conversion Estimates for the Autobidding UAI 2026 UST-Hand: An Uncertainty-aware Spatiotemporal Point Cloud Interaction Network for 3D Self-supervised Hand Pose Estimation CVPR 2026 Valid and Efficient Uncertainty Quantification for Federated Joint Shift UAI 2026 When Does Model Multiplicity Affect Prediction Intervals? A Sharp Phase Transition UAI 2026 A Calibrated Reflection Approach for Enhancing Confidence Estimation in LLMs NAACL 2025 A Conformal Risk Control Framework for Granular Word Assessment and Uncertainty Calibration of CLIPScore Quality Estimates ACL 2025 Activation Subspaces for Out-of-Distribution Detection ICCV 2025 Adapting Prediction Sets to Distribution Shifts Without Labels UAI 2025 All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025 Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction EMNLP 2025 An Automatic Method to Estimate Correctness of RAG COLING 2025 A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models ACL 2025 A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025 Attack-inspired Calibration Loss for Calibrating Crack Recognition AAAI 2025 A Unified Evaluation Framework for Epistemic Predictions AISTATS 2025 Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025 Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity ACL 2025 Beyond Sin-Squared Error: Linear Time Entrywise Uncertainty Quantification for Streaming PCA UAI 2025 Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment EMNLP 2025 Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior CVPR 2025 Building Conformal Prediction Intervals with Approximate Message Passing UAI 2025 C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction AAAI 2025 Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025 Calibrated Computation-Aware Gaussian Processes AISTATS 2025 Calibrated Inference: Statistical Inference that Accounts for Both Sampling Uncertainty and Distributional Uncertainty JMLR 2025