aleatoric uncertainty

Uncertainty Quantification for In-Context Learning of Large Language Models NAACL 2024 Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions NeurIPS 2023 Body Knowledge and Uncertainty Modeling for Monocular 3D Human Body Reconstruction ICCV 2023 Collision Probability Matching Loss for Disentangling Epistemic Uncertainty from Aleatoric Uncertainty AISTATS 2023 Deep Deterministic Uncertainty: A New Simple Baseline CVPR 2023 Deep Gaussian mixture ensembles UAI 2023 dugMatting: Decomposed-Uncertainty-Guided Matting ICML 2023 Effective Bayesian Heteroscedastic Regression with Deep Neural Networks NeurIPS 2023 Estimating the Uncertainty in Emotion Attributes using Deep Evidential Regression ACL 2023 Hybrid Uncertainty Quantification for Selective Text Classification in Ambiguous Tasks ACL 2023 Incorporating functional summary information in Bayesian neural networks using a Dirichlet process likelihood approach AISTATS 2023 Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts ICLR 2023 Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling AAAI 2023 One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning NeurIPS 2023 On the Calibration of Probabilistic Classifier Sets AISTATS 2023 Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023 Plausible Uncertainties for Human Pose Regression ICCV 2023 Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs ICML 2023 Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval NeurIPS 2023 Quantifying aleatoric and epistemic uncertainty in machine learning: Are conditional entropy and mutual information appropriate measures? UAI 2023 Risk Bounds on Aleatoric Uncertainty Recovery AISTATS 2023 Stochastic Segmentation with Conditional Categorical Diffusion Models ICCV 2023 That Label's got Style: Handling Label Style Bias for Uncertain Image Segmentation ICLR 2023 The Unreasonable Effectiveness of Deep Evidential Regression AAAI 2023 USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution UAI 2023