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Robust Multi-Objective Bayesian Optimization Under Input Noise



Samuel Daulton , Sait Cakmak , Maximilian Balandat , Michael A. Osborne , Enlu Zhou , Eytan Bakshy

* 41 pages. Code is available at https://github.com/facebookresearch/robust_mobo 

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Multi-Step Budgeted Bayesian Optimization with Unknown Evaluation Costs



Raul Astudillo , Daniel R. Jiang , Maximilian Balandat , Eytan Bakshy , Peter I. Frazier

* In Advances in Neural Information Processing Systems, 2021 

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Sustainable AI: Environmental Implications, Challenges and Opportunities



Carole-Jean Wu , Ramya Raghavendra , Udit Gupta , Bilge Acun , Newsha Ardalani , Kiwan Maeng , Gloria Chang , Fiona Aga Behram , James Huang , Charles Bai , Michael Gschwind , Anurag Gupta , Myle Ott , Anastasia Melnikov , Salvatore Candido , David Brooks , Geeta Chauhan , Benjamin Lee , Hsien-Hsin S. Lee , Bugra Akyildiz , Maximilian Balandat , Joe Spisak , Ravi Jain , Mike Rabbat , Kim Hazelwood


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Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces



Samuel Daulton , David Eriksson , Maximilian Balandat , Eytan Bakshy


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Latency-Aware Neural Architecture Search with Multi-Objective Bayesian Optimization



David Eriksson , Pierce I-Jen Chuang , Samuel Daulton , Peng Xia , Akshat Shrivastava , Arun Babu , Shicong Zhao , Ahmed Aly , Ganesh Venkatesh , Maximilian Balandat

* To Appear at the 8th ICML Workshop on Automated Machine Learning, ICML 2021 

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Bayesian Optimization with High-Dimensional Outputs



Wesley J. Maddox , Maximilian Balandat , Andrew Gordon Wilson , Eytan Bakshy


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Parallel Bayesian Optimization of Multiple Noisy Objectives with Expected Hypervolume Improvement



Samuel Daulton , Maximilian Balandat , Eytan Bakshy


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



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



Samuel Daulton , Maximilian Balandat , Eytan Bakshy


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