bayesian neural network

Tackling covariate shift with node-based Bayesian neural networks ICML 2022 Tractable Function-Space Variational Inference in Bayesian Neural Networks NeurIPS 2022 Variational Model Perturbation for Source-Free Domain Adaptation NeurIPS 2022 VFDS: Variational Foresight Dynamic Selection in Bayesian Neural Networks for Efficient Human Activity Recognition AISTATS 2022 Wide Bayesian neural networks have a simple weight posterior: theory and accelerated sampling ICML 2022 Wide Mean-Field Bayesian Neural Networks Ignore the Data AISTATS 2022 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Activation-level uncertainty in deep neural networks ICLR 2021 An Infinite-Feature Extension for Bayesian ReLU Nets That Fixes Their Asymptotic Overconfidence NeurIPS 2021 A statistical theory of cold posteriors in deep neural networks ICLR 2021 Asymptotics of representation learning in finite Bayesian neural networks NeurIPS 2021 Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021 Bayesian Experience Reuse for Learning from Multiple Demonstrators IJCAI 2021 Bayesian Inference with Certifiable Adversarial Robustness AISTATS 2021 Bayesian Nested Neural Networks for Uncertainty Calibration and Adaptive Compression CVPR 2021 Bayesian neural network unit priors and generalized Weibull-tail property ACML 2021 Certification of iterative predictions in Bayesian neural networks UAI 2021 Collapsed Variational Bounds for Bayesian Neural Networks NeurIPS 2021 Continuous-time Model-based Reinforcement Learning ICML 2021 Dangers of Bayesian Model Averaging under Covariate Shift NeurIPS 2021 Deep kernel processes ICML 2021 DIBS: Diversity Inducing Information Bottleneck in Model Ensembles AAAI 2021 Disentangling the Roles of Curation, Data-Augmentation and the Prior in the Cold Posterior Effect NeurIPS 2021 Exact marginal prior distributions of finite Bayesian neural networks NeurIPS 2021 Getting a CLUE: A Method for Explaining Uncertainty Estimates ICLR 2021