Uncertainty Quantification

Strategic Conformal Prediction AISTATS 2025 The Distributional Reward Critic Framework for Reinforcement Learning Under Perturbed Rewards AAAI 2025 The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models EMNLP 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025 Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language Models NAACL 2025 Towards Harmonized Uncertainty Estimation for Large Language Models ACL 2025 Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy AAAI 2025 Towards Reliable Large Audio Language Model ACL 2025 Towards Statistical Factuality Guarantee for Large Vision-Language Models EMNLP 2025 Trusted Unified Feature-Neighborhood Dynamics for Multi-View Classification AAAI 2025 Trustworthy assessment of heterogeneous treatment effect estimator via analysis of relative error AISTATS 2025 TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025 UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models ACL 2025 UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions ACL 2025 Uncertainty and Energy Based Loss Guided Semi-Supervised Semantic Segmentation WACV 2025 Uncertainty-Aware Contrastive Decoding ACL 2025 Uncertainty-Aware Global-View Reconstruction for Multi-View Multi-Label Feature Selection AAAI 2025 Uncertainty-aware Knowledge Tracing AAAI 2025 Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach WACV 2025 Uncertainty-Aware Self-Training for CTC-Based Automatic Speech Recognition AAAI 2025 Uncertainty-Based Data-Wise Label Smoothing for Calibrating Multiple Instance Learning in Histopathology Image Classification WACV 2025 Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025 Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model CVPR 2025 Uncertainty in Semantic Language Modeling with PIXELS EMNLP 2025 UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models EMNLP 2025