Uncertainty Quantification

Evidential Transformation Network: Turning Pretrained Models into Evidential Models for Post-hoc Uncertainty Estimation CVPR 2026 Evolutionary Search for Automated Design of Uncertainty Quantification Methods ACL 2026 Exact Uncertainty Propagation via Gaussian Process Neurons UAI 2026 Explaining Sources of Uncertainty in Automated Fact-Checking ACL 2026 Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaptation of Medical Image Segmentation MIDL 2026 Fisher8: Stabilizing Neural Heteroscedastic Regression via Output-Layer Fisher Geometry UAI 2026 FMPose3D: monocular 3D pose estimation via flow matching CVPR 2026 Gaussian-Mixture Latent Flow for Stochastic 3D Human Motion Prediction CVPR 2026 GeoGround: Uncertainty-Weighted Multi-Task Learning for Geo-Alignment and Address Defect Detection ACL 2026 GrACE: A Generative Approach to Better Confidence Elicitation and Efficient Test-Time Scaling in Large Language Models ACL 2026 Gradual Uncertainty Refinement via Noise-Driven Curriculum: A Post-Hoc Meta-Model for Robust Uncertainty Quantification UAI 2026 GSV2X: Geometry-Aware Uncertainty Modeling and Orthogonal Fusion for Robust Roadside Perception CVPR 2026 HierUQ: Hierarchical Uncertainty Quantification with Adaptive Granularity Reconciliation for Degraded Image Classification CVPR 2026 Impact of uncertainty maps on manual editing of rectal cancer segmentation in radiotherapy MIDL 2026 Inference for quantile-parametrized families via CDF confidence bands UAI 2026 IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation ACL 2026 JUMP-Hand: Learning Joint-wise Uncertainty to Gate Mixture of View Experts for Multi-View 3D Hand Reconstruction CVPR 2026 KMM-CP: Practical Conformal Prediction under Covariate Shift via Selective Kernel Mean Matching UAI 2026 Label-Wise uncertainty decomposition for Multi-label Classification by Maximizing Type II Likelihood UAI 2026 Landmark Detection Uncertainty as a Reliability Weight for Robust Landmark-based 2D/3D Pelvic Pose Estimation MIDL 2026 LATA: Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs CVPR 2026 Learning Scene Coordinate Reconstruction from Unposed Images via Pose Graph Optimization CVPR 2026 Learning Uncertainty from Sequential Internal Dispersion in Large Language Models ACL 2026 LLMs (Almost) Never Abstain Under Medical Uncertainty ACL 2026 LogSigma at SemEval-2026 Task 3: Uncertainty-Weighted Multitask Learning for Dimensional Aspect-Based Sentiment Analysis SemEval 2026