Malkomes, Gustavo

11 publications

TMLR 2022 Bridging Offline and Online Experimentation: Constraint Active Search for Deployed Performance Optimization Junpei Komiyama, Gustavo Malkomes, Bolong Cheng, Michael McCourt

NeurIPSW 2022 Group SELFIES: A Robust Fragment-Based Molecular String Representation Austin Henry Cheng, Andy Cai, Santiago Miret, Gustavo Malkomes, Mariano Phielipp, Alan Aspuru-Guzik

NeurIPSW 2022 On Multi-Information Source Constraint Active Search Gustavo Malkomes, Santiago Miret, Bolong Cheng

ICML 2021 Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design Gustavo Malkomes, Bolong Cheng, Eric H Lee, Mike Mccourt

NeurIPS 2018 Automating Bayesian Optimization with Bayesian Optimization Gustavo Malkomes, Roman Garnett

NeurIPS 2018 Efficient Nonmyopic Batch Active Search Shali Jiang, Gustavo Malkomes, Matthew Abbott, Benjamin Moseley, Roman Garnett

ICML 2017 Efficient Nonmyopic Active Search Shali Jiang, Gustavo Malkomes, Geoff Converse, Alyssa Shofner, Benjamin Moseley, Roman Garnett

NeurIPS 2016 Bayesian Optimization for Automated Model Selection Gustavo Malkomes, Charles Schaff, Roman Garnett

AutoML 2016 Bayesian Optimization for Automated Model Selection Gustavo Malkomes, Chip Schaff, Roman Garnett

NeurIPS 2015 Bayesian Active Model Selection with an Application to Automated Audiometry Jacob Gardner, Gustavo Malkomes, Roman Garnett, Kilian Q. Weinberger, Dennis Barbour, John P. Cunningham

NeurIPS 2015 Fast Distributed K-Center Clustering with Outliers on Massive Data Gustavo Malkomes, Matt J Kusner, Wenlin Chen, Kilian Q. Weinberger, Benjamin Moseley