2024 "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 2024poster

Physics and Lie symmetry informed Gaussian processes

David Dalton, Dirk Husmeier, Hao Gao

ICML 2024poster

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

Sudeep Salgia, Sattar Vakili, Qing Zhao

ICML 2024poster

Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants

Isabel Chien, Wessel Bruinsma, Javier Gonzalez et al.

ICML 2024poster