Uncertainty Quantification

SeSE: Black-Box Uncertainty Quantification for Large Language Models Based on Structural Information Theory UAI 2026 Set-based v.s. Distribution-based Representations of Epistemic Uncertainty: A Comparative Study UAI 2026 Sharp Bounds for Treatment Effect Generalization under Outcome Distribution Shift CLeaR 2026 Similarity-as-Evidence: Calibrating Overconfident VLMs for Interpretable and Label-Efficient Medical Active Learning CVPR 2026 SoC: Semantic Orthogonal Calibration for Test-Time Prompt Tuning CVPR 2026 Sparse-to-Field Reconstruction via Stochastic Neural Dynamic Mode Decomposition L4DC 2026 Spectral Conformal Risk Control: Distribution-Free Tail Guarantees via Bayesian Quadrature CVPR 2026 Structured Credal Learning UAI 2026 Thesis Proposal: Self-Adaptive and Epistemic Uncertainty-Guided ASR of Dense Intra-Sentential Code-Switched Speech for African Low-Resource Languages ACL 2026 Thesis Proposal: When Does an Agent Know It Is Lost? Confidence Trajectory Analysis for Tool-Using LLMs ACL 2026 Time-aware Motion Planning in Dynamic Environments with Conformal Prediction L4DC 2026 Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with Causal Optimal Transport CVPR 2026 U^2Flow: Uncertainty-Aware Unsupervised Optical Flow Estimation CVPR 2026 U4D: Uncertainty-Aware 4D World Modeling from LiDAR Sequences CVPR 2026 UCMNet: Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration CVPR 2026 Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models CVPR 2026 Uncertainty-Aware Modality Fusion for Unaligned RGB-T Salient Object Detection CVPR 2026 Uncertainty-Aware Routing for Principled Alignment with MoE Dynamics ACL 2026 Uncertainty-guided Compositional Alignment with Part-to-Whole Semantic Representativeness in Hyperbolic Vision-Language Models CVPR 2026 Uncertainty Quantification for Regression: A Unified Framework based on kernel scores UAI 2026 Uncertainty Quantification in LLM Agents: Foundations, Emerging Challenges, and Opportunities ACL 2026 Uncertainty Quantification of Click and Conversion Estimates for the Autobidding UAI 2026 Universality of conformal prediction under the assumption of randomness ALT 2026 Unleashing the Power of Chain-of-Prediction for Monocular 3D Object Detection CVPR 2026 Upper entropy for 2-monotone lower probabilities UAI 2026