Uncertainty Quantification

LoVeC: Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation ACL 2026 Lyapunov Probes for Hallucination Detection in Large Foundation Models CVPR 2026 MU-GeNeRF: Multi-view Uncertainty-guided Generalizable Neural Radiance Fields for Distractor-aware Scene CVPR 2026 Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration CVPR 2026 Not Just How Much, But Where: Decomposing Epistemic Uncertainty into Per-Class Contributions UAI 2026 On the Equivalence of Random Network Distillation, Deep Ensembles, and Bayesian Inference UAI 2026 Optimal Conformal Prediction under Epistemic Uncertainty UAI 2026 ORIC: Benchmarking Object Recognition under Contextual Incongruity in Large Vision-Language Models CVPR 2026 PAUL: Uncertainty-Guided Partition and Augmentation for Robust Cross-View Geo-Localization under Noisy Correspondence CVPR 2026 PCU: Perturbation-Calibrated Uncertainty for Unsupervised Anomaly Detection UAI 2026 PRIMU: Uncertainty Estimation for Novel Views in Gaussian Splatting from Primitive-Based Representations of Error and Coverage CVPR 2026 PRISM: Calibrated Bayesian Fusion and Auditable Attribution for Reliable LLM Event Prediction from Text UAI 2026 Proof-of-Perception: Certified Tool-Using Multimodal Reasoning with Compositional Conformal Guarantees CVPR 2026 Quantification of Credal Uncertainty: A Distance-Based Approach UAI 2026 Quantifying Aleatoric Uncertainty of In-Context Learning for Robust Measure of LLM Prediction Confidence ACL 2026 Quantifying and Understanding Uncertainty in Large Reasoning Models ACL 2026 Query2Uncertainty: Robust Uncertainty Quantification and Calibration for 3D Object Detection under Distribution Shift CVPR 2026 RaUF: Learning the Spatial Uncertainty Field of Radar CVPR 2026 RealBirdID: Benchmarking Bird Species Identification in the Era of MLLMs CVPR 2026 Reliable Conformal Prediction for Ordinal Classification Using the Ranked Probability Score UAI 2026 Robust Predictive Uncertainty and Double Descent in Contaminated Bayesian Random Features UAI 2026 Sabancigroup4 at SemEval-2026 Task 5: Uncertainty-Aware Semantic Plausibility Scoring via GNLL Regression and LLM Rationales SemEval 2026 Score-Based Diffusion Priors for Adaptive Conformal Inference under Distribution Shift UAI 2026 Semantic Self-Distillation for Language Model Uncertainty UAI 2026 Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score CVPR 2026