Letham, Benjamin

12 publications

AutoML 2025 Ax: A Platform for Adaptive Experimentation Miles Olson, Elizabeth Santorella, Louis C. Tiao, Sait Cakmak, Mia Garrard, Samuel Daulton, Zhiyuan Jerry Lin, Sebastian Ament, Bernard Beckerman, Eric Onofrey, Paschal Igusti, Cristian Lara, Benjamin Letham, Cesar Cardoso, Shiyun Sunny Shen, Andy Chenyuan Lin, Matthew Grange, Elena Kashtelyan, David Eriksson, Maximilian Balandat, Eytan Bakshy

NeurIPS 2024 Active Learning for Derivative-Based Global Sensitivity Analysis with Gaussian Processes Syrine Belakaria, Benjamin Letham, Janardhan Rao Doppa, Barbara Engelhardt, Stefano Ermon, Eytan Bakshy

NeurIPSW 2024 Bayesian Optimization of High-Dimensional Outputs with Human Feedback Qing Feng, Zhiyuan Jerry Lin, Yujia Zhang, Benjamin Letham, Jelena Markovic-Voronov, Ryan-Rhys Griffiths, Peter I. Frazier, Eytan Bakshy

UAI 2024 Response Time Improves Gaussian Process Models for Perception and Preferences Michael Shvartsman, Benjamin Letham, Eytan Bakshy, Stephen Keeley

AAAI 2023 A Semi-Parametric Model for Decision Making in High-Dimensional Sensory Discrimination Tasks Stephen Keeley, Benjamin Letham, Craig Sanders, Chase Tymms, Michael Shvartsman

AISTATS 2023 Sparse Bayesian Optimization Sulin Liu, Qing Feng, David Eriksson, Benjamin Letham, Eytan Bakshy

AISTATS 2022 Look-Ahead Acquisition Functions for Bernoulli Level Set Estimation Benjamin Letham, Phillip Guan, Chase Tymms, Eytan Bakshy, Michael Shvartsman

JMLR 2019 Bayesian Optimization for Policy Search via Online-Offline Experimentation Benjamin Letham, Eytan Bakshy

ICML 2014 Latent Variable Copula Inference for Bundle Pricing from Retail Transaction Data Benjamin Letham, Wei Sun, Anshul Sheopuri

JMLR 2013 Learning Theory Analysis for Association Rules and Sequential Event Prediction Cynthia Rudin, Benjamin Letham, David Madigan

MLJ 2013 Sequential Event Prediction Benjamin Letham, Cynthia Rudin, David Madigan

COLT 2011 Sequential Event Prediction with Association Rules Cynthia Rudin, Benjamin Letham, Ansaf Salleb-Aouissi, Eugene Kogan, David Madigan