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Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement


May 17, 2021
Samuel Daulton, Maximilian Balandat, Eytan Bakshy


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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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Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization


Jun 11, 2020
Samuel Daulton, Maximilian Balandat, Eytan Bakshy


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BoTorch: Programmable Bayesian Optimization in PyTorch


Oct 14, 2019
Maximilian Balandat, Brian Karrer, Daniel R. Jiang, Samuel Daulton, Benjamin Letham, Andrew Gordon Wilson, Eytan Bakshy


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Minimizing Regret on Reflexive Banach Spaces and Learning Nash Equilibria in Continuous Zero-Sum Games


Jun 03, 2016
Maximilian Balandat, Walid Krichene, Claire Tomlin, Alexandre Bayen


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