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Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees

Jun 29, 2020
Shali Jiang, Daniel R. Jiang, Maximilian Balandat, Brian Karrer, Jacob R. Gardner, Roman Garnett


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Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization

Jun 19, 2020
Geoff Pleiss, Martin Jankowiak, David Eriksson, Anil Damle, Jacob R. Gardner


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Deep Sigma Point Processes

Feb 21, 2020
Martin Jankowiak, Geoff Pleiss, Jacob R. Gardner

* 14 pages, 10 figures 

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Sparse Gaussian Process Regression Beyond Variational Inference

Oct 16, 2019
Martin Jankowiak, Geoff Pleiss, Jacob R. Gardner

* 13 pages, 9 figures 

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Simple Black-box Adversarial Attacks

May 17, 2019
Chuan Guo, Jacob R. Gardner, Yurong You, Andrew Gordon Wilson, Kilian Q. Weinberger

* Published at ICML 2019 

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Exact Gaussian Processes on a Million Data Points

Mar 19, 2019
Ke Alexander Wang, Geoff Pleiss, Jacob R. Gardner, Stephen Tyree, Kilian Q. Weinberger, Andrew Gordon Wilson


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GPyTorch: Blackbox Matrix-Matrix Gaussian Process Inference with GPU Acceleration

Oct 29, 2018
Jacob R. Gardner, Geoff Pleiss, David Bindel, Kilian Q. Weinberger, Andrew Gordon Wilson

* NIPS 2018 

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Constant-Time Predictive Distributions for Gaussian Processes

Jun 20, 2018
Geoff Pleiss, Jacob R. Gardner, Kilian Q. Weinberger, Andrew Gordon Wilson

* ICML 2018 

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Product Kernel Interpolation for Scalable Gaussian Processes

Feb 24, 2018
Jacob R. Gardner, Geoff Pleiss, Ruihan Wu, Kilian Q. Weinberger, Andrew Gordon Wilson

* Appears in Artificial Intelligence and Statistics (AISTATS) 21, 2018 

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Deep Manifold Traversal: Changing Labels with Convolutional Features

Mar 17, 2016
Jacob R. Gardner, Paul Upchurch, Matt J. Kusner, Yixuan Li, Kilian Q. Weinberger, Kavita Bala, John E. Hopcroft


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Differentially Private Bayesian Optimization

Feb 23, 2015
Matt J. Kusner, Jacob R. Gardner, Roman Garnett, Kilian Q. Weinberger


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Compressed Support Vector Machines

Feb 02, 2015
Zhixiang Xu, Jacob R. Gardner, Stephen Tyree, Kilian Q. Weinberger


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A Reduction of the Elastic Net to Support Vector Machines with an Application to GPU Computing

Sep 06, 2014
Quan Zhou, Wenlin Chen, Shiji Song, Jacob R. Gardner, Kilian Q. Weinberger, Yixin Chen

* 10 pages 

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Parallel Support Vector Machines in Practice

Apr 03, 2014
Stephen Tyree, Jacob R. Gardner, Kilian Q. Weinberger, Kunal Agrawal, John Tran

* 10 pages 

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