Jekyll2023-02-08T10:35:52+00:00https://proceedings.mlr.press/v118/feed.xmlProceedings of Machine Learning ResearchProceedings of The 2nd Symposium on
Advances in Approximate Bayesian Inference on 08 December 2019
Published as Volume 118 by the Proceedings of Machine Learning Research on 03 February 2020.
Volume Edited by:
Cheng Zhang
Francisco Ruiz
Thang Bui
Adji Bousso Dieng
Dawen Liang
Series Editors:
Neil D. Lawrence
Mark Reid
PMLRVariational Predictive Information Bottleneck2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/alemi20a[{"given"=>"Alexander A.", "family"=>"Alemi"}]GP-ALPS: Automatic Latent Process Selection for Multi-Output Gaussian Process Models2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/berkovich20a[{"given"=>"Pavel", "family"=>"Berkovich"}, {"given"=>"Eric", "family"=>"Perim"}, {"given"=>"Wessel", "family"=>"Bruinsma"}]MMD-Bayes: Robust Bayesian Estimation via Maximum Mean Discrepancy2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/cherief-abdellatif20a[{"given"=>"Badr-Eddine", "family"=>"Cherief-Abdellatif"}, {"given"=>"Pierre", "family"=>"Alquier"}]Bijectors.jl: Flexible transformations for probability distributions2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/fjelde20a[{"given"=>"Tor Erlend", "family"=>"Fjelde"}, {"given"=>"Kai", "family"=>"Xu"}, {"given"=>"Mohamed", "family"=>"Tarek"}, {"given"=>"Sharan", "family"=>"Yalburgi"}, {"given"=>"Hong", "family"=>"Ge"}]Variational Selective Autoencoder2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/gong20a[{"given"=>"Yu", "family"=>"Gong"}, {"given"=>"Hossein", "family"=>"Hajimirsadeghi"}, {"given"=>"Jiawei", "family"=>"He"}, {"given"=>"Megha", "family"=>"Nawhal"}, {"given"=>"Thibaut", "family"=>"Durand"}, {"given"=>"Greg", "family"=>"Mori"}]Variational Bayesian Methods for Stochastically Constrained System Design Problems2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/jaiswal20a[{"given"=>"Prateek", "family"=>"Jaiswal"}, {"given"=>"Harsh", "family"=>"Honnappa"}, {"given"=>"Vinayak A.", "family"=>"Rao"}]Normalizing Constant Estimation with Gaussianized Bridge Sampling2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/jia20a[{"given"=>"He", "family"=>"Jia"}, {"given"=>"Uros", "family"=>"Seljak"}]Approximate Inference for Fully Bayesian Gaussian Process Regression2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/lalchand20a[{"given"=>"Vidhi", "family"=>"Lalchand"}, {"given"=>"Carl Edward", "family"=>"Rasmussen"}]Scalable Gradients and Variational Inference for Stochastic Differential Equations2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/li20a[{"given"=>"Xuechen", "family"=>"Li"}, {"given"=>"Ting-Kam Leonard", "family"=>"Wong"}, {"given"=>"Ricky T. Q.", "family"=>"Chen"}, {"given"=>"David K.", "family"=>"Duvenaud"}]HM-VAEs: a Deep Generative Model for Real-valued Data with Heterogeneous Marginals2020-02-03T00:00:00+00:002020-02-03T00:00:00+00:00https://proceedings.mlr.press/v118/ma20a[{"given"=>"Chao", "family"=>"Ma"}, {"given"=>"Sebastian", "family"=>"Tschiatschek"}, {"given"=>"Yingzhen", "family"=>"Li"}, {"given"=>"Richard", "family"=>"Turner"}, {"given"=>"Jose Miguel", "family"=>"Hernandez-Lobato"}, {"given"=>"Cheng", "family"=>"Zhang"}]