uncertainty quantification

Spectral Conformal Risk Control: Distribution-Free Tail Guarantees via Bayesian Quadrature CVPR 2026 Streaming Generated Gaussian Process Experts for Online Learning and Control AAAI 2026 Structured Credal Learning UAI 2026 Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026 Teach AI What It Doesn’t Know AAAI 2026 Testing the Trust: Verification and Validation of Bayesian Segmentation under Uncertainty MIDL 2026 The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs EACL 2026 Thesis Proposal: When Does an Agent Know It Is Lost? Confidence Trajectory Analysis for Tool-Using LLMs ACL 2026 The surrogate Gibbs-posterior of a corrected stochastic MALA: Towards uncertainty quantification for neural networks JMLR 2026 Time-aware Motion Planning in Dynamic Environments with Conformal Prediction L4DC 2026 Time Series Forecasting via Direct Per-Step Probability Distribution Modeling AAAI 2026 Towards Knowledge-augmented Bayesian Deep Learning For Computer Vision CVPR 2026 Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with Causal Optimal Transport CVPR 2026 Toward Trustworthy AI for Decision Making in Population Health AAAI 2026 TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026 TUNE++: Topology-Guided Uncertainty Estimation for Reliable 3D Medical Image Segmentation MIDL 2026 Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models CVPR 2026 Uncertainty-Aware Routing for Principled Alignment with MoE Dynamics ACL 2026 Uncertainty-Aware Subset Selection for Robust Visual Explainability under Distribution Shifts WACV 2026 Uncertainty-Aware Vision-Language Segmentation for Medical Imaging WACV 2026 Uncertainty-driven 3D Gaussian Splatting Active Mapping via Anisotropic Visibility Field CVPR 2026 Uncertainty Quantification for Evaluating Gender Bias in Machine Translation EACL 2026 Uncertainty Quantification for Machine Learning: One Size Does Not Fit All AAAI 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