uncertainty estimation

A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets AISTATS 2025 Accounting for Sycophancy in Language Model Uncertainty Estimation NAACL 2025 Active Learning for Vision Language Models WACV 2025 Adaptive Platt Scaling with Causal Interpretations for Self-Reflective Language Model Uncertainty Estimates EMNLP 2025 Adaptive Preference Optimization with Uncertainty-aware Utility Anchor EMNLP 2025 Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home ACL 2025 Aligning Large Language Models for Faithful Integrity Against Opposing Argument AAAI 2025 Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation CVPR 2025 Apollo-MILP: An Alternating Prediction-Correction Neural Solving Framework for Mixed-Integer Linear Programming ICLR 2025 A Survey of Uncertainty Estimation Methods on Large Language Models ACL 2025 Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025 Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label Correlations AAAI 2025 Benchmarking Uncertainty Metrics for LLM Target-Aware Search EMNLP 2025 Boosting the Dual-Stream Architecture in Ultra-High Resolution Segmentation with Resolution-Biased Uncertainty Estimation CVPR 2025 Bridge 2D-3D: Uncertainty-aware Hierarchical Registration Network with Domain Alignment AAAI 2025 Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior CVPR 2025 Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025 Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies EMNLP 2025 Calibrating LLMs with Information-Theoretic Evidential Deep Learning ICLR 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 We Predict Performance of Large Models across Vision-Language Tasks? ICML 2025 Causal Understanding by LLMs: The Role of Uncertainty EMNLP 2025 Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs NAACL 2025 Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs ACL 2025