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Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020



Ryan Turner , David Eriksson , Michael McCourt , Juha Kiili , Eero Laaksonen , Zhen Xu , Isabelle Guyon


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Scalable Global Optimization via Local Bayesian Optimization



David Eriksson , Michael Pearce , Jacob R Gardner , Ryan Turner , Matthias Poloczek

* Appears in NeurIPS 2019 as a spotlight presentation 

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Metropolis-Hastings Generative Adversarial Networks



Ryan Turner , Jane Hung , Yunus Saatci , Jason Yosinski


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Bayesian Hypernetworks



David Krueger , Chin-Wei Huang , Riashat Islam , Ryan Turner , Alexandre Lacoste , Aaron Courville

* David Krueger and Chin-Wei Huang contributed equally 

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How well does your sampler really work?



Ryan Turner , Brady Neal


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A Model Explanation System: Latest Updates and Extensions



Ryan Turner

* Presented at 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016), New York, NY 

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Robust Filtering and Smoothing with Gaussian Processes



Marc Peter Deisenroth , Ryan Turner , Marco F. Huber , Uwe D. Hanebeck , Carl Edward Rasmussen

* 7 pages, 1 figure, draft version of paper accepted at IEEE Transactions on Automatic Control 

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