epistemic uncertainty

Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation NeurIPS 2022 Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NeurIPS 2022 Quantification of Credal Uncertainty in Machine Learning: A Critical Analysis and Empirical Comparison UAI 2022 SENTINEL: taming uncertainty with ensemble based distributional reinforcement learning UAI 2022 Single Model Uncertainty Estimation via Stochastic Data Centering NeurIPS 2022 Tackling covariate shift with node-based Bayesian neural networks ICML 2022 The Implicit Delta Method NeurIPS 2022 Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022 Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Uncertainty-Driven Dehazing Network AAAI 2022 Uncertainty-Guided Probabilistic Transformer for Complex Action Recognition CVPR 2022 UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NeurIPS 2022 Active Learning for Deep Object Detection via Probabilistic Modeling ICCV 2021 Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning ICML 2021 Digging Into Uncertainty in Self-Supervised Multi-View Stereo ICCV 2021 Distributional Gradient Matching for Learning Uncertain Neural Dynamics Models NeurIPS 2021 Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties AISTATS 2021 Improving black-box optimization in VAE latent space using decoder uncertainty NeurIPS 2021 Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes AISTATS 2021 Meta-Learning Reliable Priors in the Function Space NeurIPS 2021 On Hallucination and Predictive Uncertainty in Conditional Language Generation EACL 2021 Perception Beyond Sensors Under Uncertainty AAAI 2021 Principled Exploration via Optimistic Bootstrapping and Backward Induction ICML 2021 Real-Time Uncertainty Estimation in Computer Vision via Uncertainty-Aware Distribution Distillation WACV 2021 Risk-Averse Zero-Order Trajectory Optimization CoRL 2021