Uncertainty Quantification

Language Model Probabilities are Not Calibrated in Numeric Contexts ACL 2025 Latent Distribution Decouple for Uncertain-Aware Multimodal Multi-label Emotion Recognition ACL 2025 Learning Generalized Residual Exchange-Correlation-Uncertain Functional for Density Functional Theory AAAI 2025 LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty NAACL 2025 Measuring Label Ambiguity in Subjective Tasks using Predictive Uncertainty Estimation ACL 2025 MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs EMNLP 2025 Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human values ACL 2025 Monte Carlo Temperature: a robust sampling strategy for LLM’s uncertainty quantification methods NAACL 2025 MoSEs: Uncertainty-Aware AI-Generated Text Detection via Mixture of Stylistics Experts with Conditional Thresholds EMNLP 2025 MotionMap: Representing Multimodality in Human Pose Forecasting CVPR 2025 Multi-Dimensional Conformal Prediction ICLR 2025 Neural Conformal Control for Time Series Forecasting AAAI 2025 Neural Stochastic Differential Equations for Uncertainty-Aware Offline RL ICLR 2025 On Local Posterior Structure in Deep Ensembles AISTATS 2025 OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection CVPR 2025 Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025 Out-of-Distribution Detection with Prototypical Outlier Proxy AAAI 2025 Parametric ρ-Norm Scaling Calibration AAAI 2025 Phases of Uncertainty: Confidence–Calibration Dynamics in Language Model Training EMNLP 2025 Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs EMNLP 2025 POp-GS: Next Best View in 3D-Gaussian Splatting with P-Optimality CVPR 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 Predicting Language Models’ Success at Zero-Shot Probabilistic Prediction EMNLP 2025 Predicting Median, Disagreement and Noise Label in Ordinal Word-in-Context Data COLING 2025