epistemic uncertainty

Hyperbolic Active Learning for Semantic Segmentation under Domain Shift ICML 2024 Integrating Uncertainty Awareness into Conformalized Quantile Regression AISTATS 2024 Investigating the Impact of Model Instability on Explanations and Uncertainty ACL 2024 Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods? ICML 2024 Label-wise Aleatoric and Epistemic Uncertainty Quantification UAI 2024 Linear Opinion Pooling for Uncertainty Quantification on Graphs UAI 2024 NeoRL: Efficient Exploration for Nonepisodic RL NeurIPS 2024 Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPs UAI 2024 One Step Closer to Unbiased Aleatoric Uncertainty Estimation AAAI 2024 Optimization Under Epistemic Uncertainty Using Prediction IJCAI 2024 PAGER: Accurate Failure Characterization in Deep Regression Models ICML 2024 RACER: Epistemic Risk-Sensitive RL Enables Fast Driving with Fewer Crashes RSS 2024 Shedding Light on Large Generative Networks: Estimating Epistemic Uncertainty in Diffusion Models UAI 2024 SPUQ: Perturbation-Based Uncertainty Quantification for Large Language Models EACL 2024 To Believe or Not to Believe Your LLM: Iterative Prompting for Estimating Epistemic Uncertainty NeurIPS 2024 Uncertainty-aware Constraint Inference in Inverse Constrained Reinforcement Learning ICLR 2024 Uncertainty-aware Graph-based Hyperspectral Image Classification ICLR 2024 Uncertainty Quantification for In-Context Learning of Large Language Models NAACL 2024 Value-Distributional Model-Based Reinforcement Learning JMLR 2024 Accurate Bayesian Meta-Learning by Accurate Task Posterior Inference ICLR 2023 Active Learning for Object Detection with Evidential Deep Learning and Hierarchical Uncertainty Aggregation ICLR 2023 Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions NeurIPS 2023 Bayesian Optimization with Conformal Prediction Sets AISTATS 2023 Body Knowledge and Uncertainty Modeling for Monocular 3D Human Body Reconstruction ICCV 2023 Bridging Active Exploration and Uncertainty-Aware Deployment Using Probabilistic Ensemble Neural Network Dynamics RSS 2023