uncertainty quantification

Conformal Prediction Meets Long-tail Classification AAAI 2026 Conformal Prediction Sets for Instance Segmentation UAI 2026 Constrained Weighted Bayesian Bootstrap UAI 2026 Contrastive Conformal Sets UAI 2026 Controllable Epistemic Sensitivity in Large Language Models: Probing, Benchmarking, and Adaptive Reasoning AAAI 2026 Controlling Uncertainty and Hallucination Risk in Multi-Agent Fact Verification UAI 2026 CoRiM: Conflict-driven Risk Minimization for Dynamic Multimodal Fusion CVPR 2026 Cost-Sensitive Conformal Training with Provably Controllable Learning Bounds AAAI 2026 CP-Router: An Uncertainty-Aware Router Between LLM and LRM AAAI 2026 Credal Concept Bottleneck Models for Epistemic–Aleatoric Uncertainty Decomposition ACL 2026 Credal Ensemble Distillation for Uncertainty Quantification AAAI 2026 De-biased Natural Language Egocentric Task Verification via Prototypical Evidence Learning AAAI 2026 DEEP: A Discourse Evolution Engine for Predictions About Social Movements AAAI 2026 Demystifying Uncertainty in LLMs: Active Calibration between Concepts and Human Evaluations ACL 2026 Detecting Hallucinations in Large Language Models via Internal Attention Divergence Signals ACL 2026 Detecting Out of Distribution Samples using Class Centered Residual Energy in the Discarded PCA Subspace with Weight Alignment UAI 2026 Diagnose Like A REAL Pathologist: An Uncertainty-Focused Approach for Trustworthy Multi-Resolution Multiple Instance Learning WACV 2026 Diagnosing Hidden Instabilities in Model Editing via Uncertainty Quantification ACL 2026 Directing Uncertainty-Aware Information Flow for Robust Diffusion Prediction AAAI 2026 DRL-ORA: Distributional Reinforcement Learning with Online Epistemic Risk Adaptation UAI 2026 DUD: Decoupled Update Dynamics for Reliable Uncertainty Quantification in Large Language Models ACL 2026 EcoDiffusion: Uncertainty-Aware Emulation of Ecosystem Processes with Conditional Diffusion for Long Sequences with Single-Step Initialization AAAI 2026 Efficient Federated Conformal Prediction with Group-Conditional Guarantee UAI 2026 Efficient Hallucination Detection: Adaptive Bayesian Estimation of Semantic Entropy with Guided Semantic Exploration AAAI 2026 Efficient Protein Optimization via Structure-aware Hamiltonian Dynamics AAAI 2026