Gustavo Malkomes

16 papers A* 4A 1B 1Journal 5Unranked 5
YearRankTypeTitle / Venue / Authors
2022 J jnl
Bridging Offline and Online Experimentation: Constraint Active Search for Deployed Performance Optimization.
Trans. Mach. Learn. Res.
Junpei Komiyama, Gustavo Malkomes, Bolong Cheng, Michael McCourt
2022 J jnl
Group SELFIES: A Robust Fragment-Based Molecular String Representation.
CoRR
Austin H. Cheng, Andy Cai, Santiago Miret, Gustavo Malkomes, Mariano Phielipp, Alán Aspuru-Guzik
2021 A* conf
Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design.
ICML
Gustavo Malkomes, Bolong Cheng, Eric Hans Lee, Mike Mccourt
2020 J jnl
Accelerating Psychometric Screening Tests With Bayesian Active Differential Selection.
CoRR
Trevor J. Larsen, Gustavo Malkomes, Dennis L. Barbour
2019 B conf
Automated cognitive modeling with Bayesian active model selection.
CogSci
Vishal Lall, Jordan W. Suchow, Gustavo Malkomes, Tom Griffiths
2018 A* conf
Automating Bayesian optimization with Bayesian optimization.
NeurIPS
Gustavo Malkomes, Roman Garnett
2018 J jnl
Efficient nonmyopic active search with applications in drug and materials discovery.
CoRR
Shali Jiang, Gustavo Malkomes, Benjamin Moseley, Roman Garnett
2018 A* conf
Efficient nonmyopic batch active search.
NeurIPS
Shali Jiang, Gustavo Malkomes, Matthew Abbott, Benjamin Moseley, Roman Garnett
2017 J jnl
A stochastic framework for K-SVD with applications on face recognition.
Pattern Anal. Appl.
Gustavo Malkomes, Carlos Eduardo Fisch de Brito, João Paulo Pordeus Gomes
2017 A conf
Cooperative Set Function Optimization Without Communication or Coordination.
AAMAS
Gustavo Malkomes, Kefu Lu, Blakeley Hoffman, Roman Garnett, Benjamin Moseley, Richard P. Mann
2017 A* conf
Efficient Nonmyopic Active Search.
ICML
Shali Jiang, Gustavo Malkomes, Geoff Converse, Alyssa Shofner, Benjamin Moseley, Roman Garnett
2016 — conf
Bayesian optimization for automated model selection.
AutoML@ICML
Gustavo Malkomes, Chip Schaff, Roman Garnett
2016 — conf
Bayesian optimization for automated model selection.
NIPS
Gustavo Malkomes, Chip Schaff, Roman Garnett
2015 — conf
Bayesian Active Model Selection with an Application to Automated Audiometry.
NIPS
Jacob R. Gardner, Gustavo Malkomes, Roman Garnett, Kilian Q. Weinberger, Dennis L. Barbour, John P. Cunningham
2015 — conf
Fast Distributed k-Center Clustering with Outliers on Massive Data.
NIPS
Gustavo Malkomes, Matt J. Kusner, Wenlin Chen, Kilian Q. Weinberger, Benjamin Moseley
2014 — conf
An Improvement of the K-SVD Algorithm with Applications on Face Recognition.
BRACIS
Gustavo Malkomes, João Paulo Pordeus Gomes, Carlos Fisch Brito