epistemic uncertainty

156 papers

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EU

Co-occurring keywords

uncertainty quantification (1365) aleatoric uncertainty (105) out-of-distribution detection (611) uncertainty estimation (639) bayesian neural network (201) neural network (6616) bayesian inference (1904) reinforcement learning (4122) active learning (1295) large language model (12755)

Papers

Well-Calibrated Regression Uncertainty in Medical Imaging with Deep Learning MIDL 2020

Single-Model Uncertainties for Deep Learning NIPS 2019

Sampling-Free Epistemic Uncertainty Estimation Using Approximated Variance Propagation ICCV 2019

Decomposition of Uncertainty in Bayesian Deep Learning for Efficient and Risk-sensitive Learning ICML 2018

Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty IJCAI 2018

What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? NIPS 2017