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20242026
most citedHigh-dimensional Bayesian Optimization via Covariance Matrix Adaptation Strategy

2 citations · 2 across the 5 of their papers we have counts for

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cs.LG2025

MOBO-OSD: Batch Multi-Objective Bayesian Optimization via Orthogonal Search Directions

Lam Ngo, Huong Ha, Jeffrey Chan +1

Bayesian Optimization (BO) is a powerful tool for optimizing expensive black-box objective functions. While extensive research has been conducted on the single-objective optimizati…

stat.ML2025

MOCA-HESP: Meta High-dimensional Bayesian Optimization for Combinatorial and Mixed Spaces via Hyper-ellipsoid Partitioning

Lam Ngo, Huong Ha, Jeffrey Chan +1

High-dimensional Bayesian Optimization (BO) has attracted significant attention in recent research. However, existing methods have mainly focused on optimizing in continuous domain…