bayesian neural network

Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes ICML 2021 Hierarchical Indian buffet neural networks for Bayesian continual learning UAI 2021 High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021 Improving predictions of Bayesian neural nets via local linearization AISTATS 2021 Infinite Time Horizon Safety of Bayesian Neural Networks NeurIPS 2021 Latent Derivative Bayesian Last Layer Networks AISTATS 2021 Learnable uncertainty under Laplace approximations UAI 2021 LiBRe: A Practical Bayesian Approach to Adversarial Detection CVPR 2021 Make Sure You're Unsure: A Framework for Verifying Probabilistic Specifications NeurIPS 2021 On the effects of quantisation on model uncertainty in Bayesian neural networks UAI 2021 PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees ICML 2021 Periodic Activation Functions Induce Stationarity NeurIPS 2021 Post-hoc loss-calibration for Bayesian neural networks UAI 2021 Precise characterization of the prior predictive distribution of deep ReLU networks NeurIPS 2021 Robust Bayesian Neural Networks by Spectral Expectation Bound Regularization CVPR 2021 Scaling Hamiltonian Monte Carlo inference for Bayesian neural networks with symmetric splitting UAI 2021 Simple and Effective Stochastic Neural Networks AAAI 2021 Sparse Uncertainty Representation in Deep Learning with Inducing Weights NeurIPS 2021 Streaming Bayesian Deep Tensor Factorization ICML 2021 Structured Dropout Variational Inference for Bayesian Neural Networks NeurIPS 2021 The Ridgelet Prior: A Covariance Function Approach to Prior Specification for Bayesian Neural Networks JMLR 2021 Tractable Approximate Gaussian Inference for Bayesian Neural Networks JMLR 2021 Variable Selection with Rigorous Uncertainty Quantification using Deep Bayesian Neural Networks: Posterior Concentration and Bernstein-von Mises Phenomenon AISTATS 2021 Vector Quantized Bayesian Neural Network Inference for Data Streams AAAI 2021 What Are Bayesian Neural Network Posteriors Really Like? ICML 2021