Bayesian Learning

Reasoning in Bayesian Opinion Exchange Networks Is PSPACE-Hard COLT 2019 Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness NeurIPS 2019 Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019 Rotation Invariant Householder Parameterization for Bayesian PCA ICML 2019 Safeguarded Dynamic Label Regression for Noisy Supervision AAAI 2019 Sampling-free Uncertainty Estimation in Gated Recurrent Units with Applications to Normative Modeling in Neuroimaging UAI 2019 Scalable Bayesian inference of dendritic voltage via spatiotemporal recurrent state space models NeurIPS 2019 Scalable Structure Learning of Continuous-Time Bayesian Networks from Incomplete Data NeurIPS 2019 Self-Adversarially Learned Bayesian Sampling AAAI 2019 Semi-Parametric Sampling for Stochastic Bandits with Many Arms AAAI 2019 Semi-Supervised Prosody Modeling Using Deep Gaussian Process Latent Variable Model Interspeech 2019 Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows AISTATS 2019 Shared Subspace Models for Multi-Group Covariance Estimation JMLR 2019 Sketching for Latent Dirichlet-Categorical Models AISTATS 2019 Sparse Variational Inference: Bayesian Coresets from Scratch NeurIPS 2019 SpikeCaKe: Semi-Analytic Nonparametric Bayesian Inference for Spike-Spike Neuronal Connectivity AISTATS 2019 Stein Variational Gradient Descent With Matrix-Valued Kernels NeurIPS 2019 Streaming Bayesian Inference for Crowdsourced Classification NeurIPS 2019 That’s Mine! Learning Ownership Relations and Norms for Robots AAAI 2019 The Interplay of Emotions and Norms in Multiagent Systems IJCAI 2019 Thompson Sampling and Approximate Inference NeurIPS 2019 Thompson Sampling for Multinomial Logit Contextual Bandits NeurIPS 2019 Towards Zero-shot Language Modeling EMNLP 2019 Understanding Priors in Bayesian Neural Networks at the Unit Level ICML 2019 Unobserved Is Not Equal to Non-existent: Using Gaussian Processes to Infer Immediate Rewards Across Contexts IJCAI 2019