Uncertainty Quantification

UQLM: A Python Package for Uncertainty Quantification in Large Language Models JMLR 2026 VarSplat: Uncertainty-aware 3D Gaussian Splatting for Robust RGB-D SLAM CVPR 2026 Verbalizing LLM’s Higher-order Uncertainty via Imprecise Probabilities UAI 2026 VirtueBench: Evaluating Trustworthiness under Uncertainty in Long Video Understanding CVPR 2026 VL-Calibration: Decoupled Confidence Calibration for Large Vision-Language Models Reasoning ACL 2026 What Capable Agents Must Know: Selection Theorems for Robust Decision-Making under Uncertainty UAI 2026 When Models Hesitate: Answer Instability as a Label-Free Uncertainty Signal for LLMs ACL 2026 When to Think and When to Look: Uncertainty-Guided Lookback CVPR 2026 A simple method for predicting Clinical Scores in Huntington’s Disease by leveraging ASR's uncertainty on spontaneous speech Interspeech 2025 Automatically Adaptive Conformal Risk Control AISTATS 2025 Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections AISTATS 2025 Benchmarking and Confidence Evaluation of LALMs For Temporal Reasoning Interspeech 2025 Building Conformal Prediction Intervals with Approximate Message Passing UAI 2025 CAPR: Confidence-Aware Prompt Refinement in Large Language Models Interspeech 2025 Conditional Prediction ROC Bands for Graph Classification AISTATS 2025 Conformal Prediction for Partial Label Learning AAAI 2025 Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression UAI 2025 Conformal Prediction without Nonconformity Scores UAI 2025 Conformal Structured Prediction ICLR 2025 Credal Two-Sample Tests of Epistemic Uncertainty AISTATS 2025 Data-Driven Yet Formal Policy Synthesis for Stochastic Nonlinear Dynamical Systems L4DC 2025 Dialogue Response Prefetching Based on Semantic Similarity and Prediction Confidence of Language Model Interspeech 2025 Differentiable Calibration of Inexact Stochastic Simulation Models via Kernel Score Minimization AISTATS 2025 Discovering Directions of Uncertainty in Speech Inpainting Interspeech 2025 Efficient Subsampling for GNN Downstream Tasks ACML 2025