← Keywords

uncertainty quantification

1365 papers

Explore in graph

Also known as

UQ

Co-occurring keywords

uncertainty estimation (639) bayesian inference (1904) large language model (12755) conformal prediction (208) gaussian process (1198) variational inference (2069) out-of-distribution detection (611) epistemic uncertainty (156) neural network (6616) bayesian neural network (201)

Papers

A Bayesian Approach for Sequence Tagging with Crowds EMNLP 2019
Modelling Uncertainty in Collaborative Document Quality Assessment EMNLP 2019
Deep Variational Koopman Models: Inferring Koopman Observations for Uncertainty-Aware Dynamics Modeling and Control IJCAI 2019
CXPlain: Causal Explanations for Model Interpretation under Uncertainty NIPS 2019
Curious iLQR: Resolving Uncertainty in Model-based RL CORL 2019
Cascading Sum-Product Networks using Robustness PGM 2018
Decomposition of Uncertainty in Bayesian Deep Learning for Efficient and Risk-sensitive Learning ICML 2018
Including Uncertainty when Learning from Human Corrections CORL 2018
Adversarial Distillation of Bayesian Neural Network Posteriors ICML 2018
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach ICML 2018
Constraining the Dynamics of Deep Probabilistic Models ICML 2018
Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent ICML 2018
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics CVPR 2018
Confidence Modeling for Neural Semantic Parsing ACL 2018
Learning Structural Weight Uncertainty for Sequential Decision-Making AISTATS 2018
Discriminative Learning of Prediction Intervals AISTATS 2018
Bayesian Approaches to Distribution Regression AISTATS 2018
Lightweight Probabilistic Deep Networks CVPR 2018
Structured Uncertainty Prediction Networks CVPR 2018
Large-Scale Distance Metric Learning With Uncertainty CVPR 2018
The Power of Ensembles for Active Learning in Image Classification CVPR 2018
Uncertainty-Aware Attention for Reliable Interpretation and Prediction NIPS 2018
Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification NIPS 2018
Predictive Uncertainty Estimation via Prior Networks NIPS 2018
Automating Bayesian optimization with Bayesian optimization NIPS 2018