Gustavo Malkomes

Publication Activity (10 Years)

Years Active: 2014-2022
Publications (10 Years): 13

Top Topics

Model Selection

Top Venues

Publications

Austin Cheng, Andy Cai, Santiago Miret, Gustavo Malkomes, Mariano Phielipp, Alán Aspuru-Guzik
Group SELFIES: A Robust Fragment-Based Molecular String Representation. CoRR (2022)
Junpei Komiyama, Gustavo Malkomes, Bolong Cheng, Michael McCourt
Bridging Offline and Online Experimentation: Constraint Active Search for Deployed Performance Optimization. Trans. Mach. Learn. Res. 2022 (2022)
Gustavo Malkomes, Bolong Cheng, Eric Hans Lee, Mike Mccourt
Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design. ICML (2021)
Trevor J. Larsen, Gustavo Malkomes, Dennis L. Barbour
Accelerating Psychometric Screening Tests With Bayesian Active Differential Selection. CoRR (2020)
Vishal Lall, Jordan W. Suchow, Gustavo Malkomes, Tom Griffiths
Automated cognitive modeling with Bayesian active model selection. CogSci (2019)
Shali Jiang, Gustavo Malkomes, Matthew Abbott, Benjamin Moseley, Roman Garnett
Efficient nonmyopic batch active search. NeurIPS (2018)
Gustavo Malkomes, Roman Garnett
Automating Bayesian optimization with Bayesian optimization. NeurIPS (2018)
Shali Jiang, Gustavo Malkomes, Benjamin Moseley, Roman Garnett
Efficient nonmyopic active search with applications in drug and materials discovery. CoRR (2018)
Shali Jiang, Gustavo Malkomes, Geoff Converse, Alyssa Shofner, Benjamin Moseley, Roman Garnett
Efficient Nonmyopic Active Search. ICML (2017)
Gustavo Malkomes, Carlos Eduardo Fisch de Brito, João Paulo Pordeus Gomes
A stochastic framework for K-SVD with applications on face recognition. Pattern Anal. Appl. 20 (3) (2017)
Gustavo Malkomes, Kefu Lu, Blakeley Hoffman, Roman Garnett, Benjamin Moseley, Richard P. Mann
Cooperative Set Function Optimization Without Communication or Coordination. AAMAS (2017)
Gustavo Malkomes, Chip Schaff, Roman Garnett
Bayesian optimization for automated model selection. NIPS (2016)
Gustavo Malkomes, Chip Schaff, Roman Garnett
Bayesian optimization for automated model selection. AutoML@ICML (2016)
Gustavo Malkomes, Matt J. Kusner, Wenlin Chen, Kilian Q. Weinberger, Benjamin Moseley
Fast Distributed k-Center Clustering with Outliers on Massive Data. NIPS (2015)
Jacob R. Gardner, Gustavo Malkomes, Roman Garnett, Kilian Q. Weinberger, Dennis L. Barbour, John P. Cunningham
Bayesian Active Model Selection with an Application to Automated Audiometry. NIPS (2015)
Gustavo Malkomes, João Paulo Pordeus Gomes, Carlos Fisch Brito
An Improvement of the K-SVD Algorithm with Applications on Face Recognition. BRACIS (2014)