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uncertainty quantification

1365 papers

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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

Bayesian Deep Learning via Subnetwork Inference ICML 2021
Is Pessimism Provably Efficient for Offline RL? ICML 2021
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning ICML 2021
Whittle Networks: A Deep Likelihood Model for Time Series ICML 2021
Uncertainty-Aware Few-Shot Image Classification IJCAI 2021
Learning and Planning Under Uncertainty for Green Security IJCAI 2021
Stochastic Probing with Increasing Precision IJCAI 2021
Bounded-cost Search Using Estimates of Uncertainty IJCAI 2021
Predictive Job Scheduling under Uncertain Constraints in Cloud Computing IJCAI 2021
Discourse-Level Event Temporal Ordering with Uncertainty-Guided Graph Completion IJCAI 2021
Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation ICCV 2021
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation From Images in the Wild ICCV 2021
A Hierarchical Variational Neural Uncertainty Model for Stochastic Video Prediction ICCV 2021
Energy-Based Open-World Uncertainty Modeling for Confidence Calibration ICCV 2021
UASNet: Uncertainty Adaptive Sampling Network for Deep Stereo Matching ICCV 2021
Over-MAP: Structural Attention Mechanism and Automated Semantic Segmentation Ensembled for Uncertainty Prediction AAAI 2021
DeepCOVID: An Operational Deep Learning-driven Framework for Explainable Real-time COVID-19 Forecasting AAAI 2021
Active Bayesian Assessment of Black-Box Classifiers AAAI 2021
Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021
Coupling Macro-Sector-Micro Financial Indicators for Learning Stock Representations with Less Uncertainty AAAI 2021
An Uncertainty-Aware Encoder for Aspect Detection EMNLP 2021
QEMind: Alibaba’s Submission to the WMT21 Quality Estimation Shared Task EMNLP 2021
Uncertainty Reduction for Model Adaptation in Semantic Segmentation CVPR 2021
Uncertainty-Guided Model Generalization to Unseen Domains CVPR 2021
Probabilistic Modeling of Semantic Ambiguity for Scene Graph Generation CVPR 2021