Desautels, Thomas

7 publications

AISTATS 2025 Robust Multi-Fidelity Bayesian Optimization with Deep Kernel and Partition Fengxue Zhang, Thomas Desautels, Yuxin Chen
NeurIPS 2024 Practical Bayesian Algorithm Execution via Posterior Sampling Chu Xin Cheng, Raul Astudillo, Thomas Desautels, Yisong Yue
NeurIPSW 2024 Practical Bayesian Algorithm Execution via Posterior Sampling Chu Xin Cheng, Raul Astudillo, Thomas Desautels, Yisong Yue
NeurIPSW 2024 Robust Multi-Fidelity Bayesian Optimization with Deep Kernel and Partition Fengxue Zhang, Thomas Desautels, Yuxin Chen
ICML 2023 Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation Fengxue Zhang, Jialin Song, James C Bowden, Alexander Ladd, Yisong Yue, Thomas Desautels, Yuxin Chen
JMLR 2014 Parallelizing Exploration-Exploitation Tradeoffs in Gaussian Process Bandit Optimization Thomas Desautels, Andreas Krause, Joel W. Burdick
ICML 2012 Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization Thomas Desautels, Andreas Krause, Joel W. Burdick