uncertainty quantification

Periodic Activation Functions Induce Stationarity NeurIPS 2021 PILOT: Introducing Transformers for Probabilistic Sound Event Localization Interspeech 2021 Pixel-Wise Anomaly Detection in Complex Driving Scenes CVPR 2021 Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression AAAI 2021 Predictive Job Scheduling under Uncertain Constraints in Cloud Computing IJCAI 2021 Probabilistic 3D Human Shape and Pose Estimation From Multiple Unconstrained Images in the Wild CVPR 2021 Probabilistic Embeddings for Cross-Modal Retrieval CVPR 2021 Probabilistic Iterative Methods for Linear Systems JMLR 2021 Probabilistic Modeling of Semantic Ambiguity for Scene Graph Generation CVPR 2021 Probability Paths and the Structure of Predictions over Time NeurIPS 2021 Proceedings of the thirty-seventh conference on Uncertainty in Artificial Intelligence — Preface UAI 2021 QEMind: Alibaba’s Submission to the WMT21 Quality Estimation Shared Task EMNLP 2021 Repulsive Deep Ensembles are Bayesian NeurIPS 2021 Rethinking Calibration of Deep Neural Networks: Do Not Be Afraid of Overconfidence NeurIPS 2021 Robust Bayesian Neural Networks by Spectral Expectation Bound Regularization CVPR 2021 Robustness via Uncertainty-aware Cycle Consistency NeurIPS 2021 Scalable Quasi-Bayesian Inference for Instrumental Variable Regression NeurIPS 2021 Scaling Hamiltonian Monte Carlo inference for Bayesian neural networks with symmetric splitting UAI 2021 Scene Synthesis via Uncertainty-Driven Attribute Synchronization ICCV 2021 Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization AAAI 2021 Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration NeurIPS 2021 Sparse Uncertainty Representation in Deep Learning with Inducing Weights NeurIPS 2021 Spatial Uncertainty-Aware Semi-Supervised Crowd Counting ICCV 2021 Stochastic Probing with Increasing Precision IJCAI 2021 Subseasonal climate prediction in the western US using Bayesian spatial models UAI 2021