epistemic uncertainty

ActSafe: Active Exploration with Safety Constraints for Reinforcement Learning ICLR 2025 Adaptive Sampling to Reduce Epistemic Uncertainty Using Prediction Interval-Generation Neural Networks AAAI 2025 Advancing African-Accented English Speech Recognition: Epistemic Uncertainty-Driven Data Selection for Generalizable ASR Models ACL 2025 A Unified Evaluation Framework for Epistemic Predictions AISTATS 2025 Beyond Human Judgment: A Bayesian Evaluation of LLMs’ Moral Values Understanding EMNLP 2025 Calib3D: Calibrating Model Preferences for Reliable 3D Scene Understanding WACV 2025 Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies RSS 2025 CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness ICLR 2025 Credal Two-Sample Tests of Epistemic Uncertainty AISTATS 2025 Decoupling epistemic and aleatoric uncertainties with possibility theory AISTATS 2025 Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization JMLR 2025 Diffusion Epistemic Uncertainty with Asymmetric Learning for Diffusion-Generated Image Detection ICCV 2025 Disentangling Uncertainties by Learning Compressed Data Representation L4DC 2025 DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback AAAI 2025 Epistemic Bellman Operators AAAI 2025 Epistemic Monte Carlo Tree Search ICLR 2025 Epistemic Uncertainty and Excess Risk in Variational Inference AISTATS 2025 Epistemic Uncertainty in Conformal Scores: A Unified Approach UAI 2025 Evidential Uncertainty Probes for Graph Neural Networks AISTATS 2025 From Risk to Uncertainty: Generating Predictive Uncertainty Measures via Bayesian Estimation ICLR 2025 Fully Heteroscedastic Count Regression with Deep Double Poisson Networks ICML 2025 Fuzzy Multimodal Learning for Trusted Cross-modal Retrieval CVPR 2025 GAUDA: Generative Adaptive Uncertainty-Guided Diffusion-Based Augmentation for Surgical Segmentation WACV 2025 Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction ICML 2025 General Uncertainty Estimation with Delta Variances AAAI 2025