"gaussian process models" Papers

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Constrained Bayesian Optimization under Partial Observations: Balanced Improvements and Provable Convergence

Shengbo Wang, Ke Li

AAAI 2024paperarXiv:2312.03212
19
citations

Multi-Region Markovian Gaussian Process: An Efficient Method to Discover Directional Communications Across Multiple Brain Regions

Weihan Li, Chengrui Li, Yule Wang et al.

ICML 2024arXiv:2402.02686
5
citations

Physics and Lie symmetry informed Gaussian processes

David Dalton, Dirk Husmeier, Hao Gao

ICML 2024

Random Exploration in Bayesian Optimization: Order-Optimal Regret and Computational Efficiency

Sudeep Salgia, Sattar Vakili, Qing Zhao

ICML 2024arXiv:2310.15351
12
citations

Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants

Isabel Chien, Wessel Bruinsma, Javier Gonzalez et al.

ICML 2024