most citedHigh-dimensional Bayesian Optimization via Covariance Matrix Adaptation Strategy

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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…

cs.LG2025

DeeP-Mod: Deep Dynamic Programming based Environment Modelling using Feature Extraction

Chris Child, Lam Ngo

The DeeP-Mod framework builds an environment model using features from a Deep Dynamic Programming Network (DDPN), trained via a Deep Q-Network (DQN). While Deep Q-Learning is effec…