Uncertainty Quantification

Adaptive Confidence Regularization for Multimodal Failure Detection CVPR 2026 Adaptive Cumulative Mass Calibration with Conformal Prediction UAI 2026 ADVICE: Answer-Dependent Verbalized Confidence Estimation ACL 2026 AGSC: Adaptive Granularity and Semantic Clustering for Uncertainty Quantification in Long-text Generation ACL 2026 Analytic Planning under Uncertainty with Moment Closure UAI 2026 An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression UAI 2026 APIC: Amortized Physics-Informed Calibration using Neural Processes UAI 2026 A Polynomial Chaos Framework for Causal Discovery in Nonlinear Uncertain Systems CVPR 2026 BaseCal: Unsupervised Confidence Calibration via Base Model Signals ACL 2026 Better than Average: Spatially-Aware Aggregation of Segmentation Uncertainty Improves Downstream Performance CVPR 2026 Beyond Graph Model: Reliable VLM Fine-Tuning via Random Graph Adapter CVPR 2026 Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Boosting Visual Reprogramming for CLIP with Dual Granularity Alignment CVPR 2026 Breaking Spurious Correlations: Uncertainty-Driven Causal Transformers for AU Detection CVPR 2026 Calibrated? Not for Everyone: How Sexual Orientation and Religious Markers Distort LLM Accuracy and Confidence in Medical QA ACL 2026 Calibrating LLM Judges: Linear Probes for Fast and Reliable Uncertainty Estimation ACL 2026 Can You Trust Your Model? Constructing Uncertainty Approximations Guaranteeing Validity of Glioma Segmentation Explanations MIDL 2026 CARE: Confidence-aware Ratio Estimation for Medical Biomarkers MIDL 2026 CEBC: Conformal Evidence-Bounded Control for Low-Hallucination Vision–Language Generation ACL 2026 CheXmask-U: Quantifying uncertainty in landmark-based anatomical segmentation for X-ray images MIDL 2026 CoFineLLM: Conformal Finetuning of LLMs for Language-Instructed Robot Planning L4DC 2026 Composite Graphical Causal Models for Inference on Heterogeneous-Indexed Data CLeaR 2026 Conformal Graph Prediction with Z-Gromov Wasserstein Distances UAI 2026 Conformal LLM Routing with Distribution-Free Safety Guarantees ACL 2026 Conformal Prediction Sets for Instance Segmentation UAI 2026