An Improvement of the K-SVD Algorithm with Applications on Face Recognition. - Gustavo Malkomes; João Paulo Pordeus Gomes; Carlos Fisch Brito (BRACIS, 2014)

Bayesian Active Model Selection with an Application to Automated Audiometry. - Jacob R. Gardner; Gustavo Malkomes; Roman Garnett; Kilian Q. Weinberger; Dennis L. Barbour; John P. Cunningham (NIPS, 2015)

Fast Distributed k-Center Clustering with Outliers on Massive Data. - Gustavo Malkomes; Matt J. Kusner; Wenlin Chen; Kilian Q. Weinberger; Benjamin Moseley (NIPS, 2015)

Bayesian optimization for automated model selection. - Gustavo Malkomes; Chip Schaff; Roman Garnett (AutoML@ICML, 2016)

Cooperative Set Function Optimization Without Communication or Coordination. - Gustavo Malkomes; Kefu Lu; Blakeley Hoffman; Roman Garnett; Benjamin Moseley; Richard P. Mann (AAMAS, 2017)

Efficient Nonmyopic Active Search. - Shali Jiang 001; Gustavo Malkomes; Geoff Converse; Alyssa Shofner; Benjamin Moseley; Roman Garnett (ICML, 2017)

A stochastic framework for K-SVD with applications on face recognition. - Gustavo Malkomes; Carlos Eduardo Fisch de Brito; João Paulo Pordeus Gomes (Pattern Anal. Appl., 2017)

Efficient nonmyopic batch active search. - Shali Jiang 001; Gustavo Malkomes; Matthew Abbott; Benjamin Moseley; Roman Garnett (NeurIPS, 2018)

Automating Bayesian optimization with Bayesian optimization. - Gustavo Malkomes; Roman Garnett (NeurIPS, 2018)

Efficient nonmyopic active search with applications in drug and materials discovery. - Shali Jiang 001; Gustavo Malkomes; Benjamin Moseley; Roman Garnett (CoRR, 2018)

Automated cognitive modeling with Bayesian active model selection. - Vishal Lall; Jordan W. Suchow; Gustavo Malkomes; Tom Griffiths 001 (CogSci, 2019)

Accelerating Psychometric Screening Tests With Bayesian Active Differential Selection. - Trevor J. Larsen; Gustavo Malkomes; Dennis L. Barbour (CoRR, 2020)

Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design. - Gustavo Malkomes; Bolong Cheng; Eric Hans Lee; Mike Mccourt (ICML, 2021)

Group SELFIES: A Robust Fragment-Based Molecular String Representation. - Austin H. Cheng; Andy Cai; Santiago Miret; Gustavo Malkomes; Mariano Phielipp; Alán Aspuru-Guzik (CoRR, 2022)

Bridging Offline and Online Experimentation: Constraint Active Search for Deployed Performance Optimization. - Junpei Komiyama; Gustavo Malkomes; Bolong Cheng; Michael McCourt (Trans. Mach. Learn. Res., 2022)