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Learning and Policy Search in Stochastic Dynamical Systems with Bayesian Neural Networks.

, , , and . ICLR (Poster), OpenReview.net, (2017)

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Meta-Learning For Stochastic Gradient MCMC., , and . ICLR (Poster), OpenReview.net, (2019)Dropout as a Structured Shrinkage Prior., , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 4712-4722. PMLR, (2019)Gaussian Process Vine Copulas for Multivariate Dependence., , and . ICML (2), volume 28 of JMLR Workshop and Conference Proceedings, page 10-18. JMLR.org, (2013)Grammar Variational Autoencoder., , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 1945-1954. PMLR, (2017)Probabilistic Matrix Factorization with Non-random Missing Data., , and . ICML, volume 32 of JMLR Workshop and Conference Proceedings, page 1512-1520. JMLR.org, (2014)Scalable Gaussian Process Classification via Expectation Propagation., and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 168-176. JMLR.org, (2016)Bayesian Experimental Design for Computed Tomography with the Linearised Deep Image Prior., , , , and . CoRR, (2022)Large-Scale Educational Question Analysis with Partial Variational Auto-encoders., , , , , and . CoRR, (2020)Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive Care., , , , , , and . CoRR, (2019)Bayesian Batch Active Learning as Sparse Subset Approximation., , , and . NeurIPS, page 6356-6367. (2019)