Gustavo Malkomes

According to our database, Gustavo Malkomes authored at least 15 papers between 2014 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

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

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

2021

Beyond the Pareto Efficient Frontier: Constraint Active Search for Multiobjective Experimental Design.

Gustavo Malkomes, Bolong Cheng, Eric Hans Lee, Mike Mccourt

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Accelerating Psychometric Screening Tests With Bayesian Active Differential Selection.

Trevor J. Larsen, Gustavo Malkomes, Dennis L. Barbour

CoRR, 2020

2019

Automated cognitive modeling with Bayesian active model selection.

Vishal Lall, Jordan W. Suchow, Gustavo Malkomes, Tom Griffiths

Proceedings of the 41th Annual Meeting of the Cognitive Science Society, 2019

2018

Efficient nonmyopic active search with applications in drug and materials discovery.

Shali Jiang, Gustavo Malkomes, Benjamin Moseley, Roman Garnett

CoRR, 2018

Automating Bayesian optimization with Bayesian optimization.

Gustavo Malkomes, Roman Garnett

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Efficient nonmyopic batch active search.

Shali Jiang, Gustavo Malkomes, Matthew Abbott, Benjamin Moseley, Roman Garnett

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

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 Active Search.

Shali Jiang, Gustavo Malkomes, Geoff Converse, Alyssa Shofner, Benjamin Moseley, Roman Garnett

Proceedings of the 34th International Conference on Machine Learning, 2017

Cooperative Set Function Optimization Without Communication or Coordination.

Gustavo Malkomes, Kefu Lu, Blakeley Hoffman, Roman Garnett, Benjamin Moseley, Richard P. Mann

Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems, 2017

2016

Bayesian optimization for automated model selection.

Gustavo Malkomes, Chip Schaff, Roman Garnett

Proceedings of the 2016 Workshop on Automatic Machine Learning, 2016

2015

Fast Distributed k-Center Clustering with Outliers on Massive Data.

Gustavo Malkomes, Matt J. Kusner, Wenlin Chen, Kilian Q. Weinberger, Benjamin Moseley

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

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

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

2014

An Improvement of the K-SVD Algorithm with Applications on Face Recognition.

Gustavo Malkomes, João Paulo Pordeus Gomes, Carlos Fisch Brito

Proceedings of the 2014 Brazilian Conference on Intelligent Systems, 2014