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uncertainty quantification

1365 papers

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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

Multi-Robot Collision Avoidance under Uncertainty with Probabilistic Safety Barrier Certificates NIPS 2020
Scalable Uncertainty for Computer Vision With Functional Variational Inference CVPR 2020
Calibration of Pre-trained Transformers EMNLP 2020
Particle Filter Recurrent Neural Networks AAAI 2020
Uncertainty Aware Graph Gaussian Process for Semi-Supervised Learning AAAI 2020
Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation AAAI 2020
Ensemble Approaches for Uncertainty in Spoken Language Assessment INTERSPEECH 2020
Influenza Forecasting Framework based on Gaussian Processes ICML 2020
Uncertainty Estimation Using a Single Deep Deterministic Neural Network ICML 2020
Bayesian Image Classification with Deep Convolutional Gaussian Processes AISTATS 2020
Uncertainty in Neural Networks: Approximately Bayesian Ensembling AISTATS 2020
Deep Learning Tubes for Tube MPC RSS 2020
Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation UAI 2020
Uncertainty-Aware Score Distribution Learning for Action Quality Assessment CVPR 2020
Healing Products of Gaussian Process Experts ICML 2020
On Semi-parametric Inference for BART ICML 2020
Efficiently sampling functions from Gaussian process posteriors ICML 2020
Uncertainty-Aware Semantic Augmentation for Neural Machine Translation EMNLP 2020
DualSMC: Tunneling Differentiable Filtering and Planning under Continuous POMDPs IJCAI 2020
Learnable Bernoulli Dropout for Bayesian Deep Learning AISTATS 2020
Probabilistic Video Prediction From Noisy Data With a Posterior Confidence CVPR 2020
Uncertainty-Aware CNNs for Depth Completion: Uncertainty from Beginning to End CVPR 2020
Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery AISTATS 2020
Calibrated Prediction with Covariate Shift via Unsupervised Domain Adaptation AISTATS 2020
Neural Belief Reasoner IJCAI 2020