14 citations · 31 across the 6 of their papers we have counts for
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cs.NE2023★ 12 cited
Natural Evolution Strategy for Mixed-Integer Black-Box Optimization
Koki Ikeda, Isao Ono
This paper proposes a natural evolution strategy (NES) for mixed-integer black-box optimization (MI-BBO) that appears in real-world problems such as hyperparameter optimization of…
cs.NE2023★ 14 cited
CMA-ES with Learning Rate Adaptation: Can CMA-ES with Default Population Size Solve Multimodal and Noisy Problems?
Masahiro Nomura, Youhei Akimoto, Isao Ono
The covariance matrix adaptation evolution strategy (CMA-ES) is one of the most successful methods for solving black-box continuous optimization problems. One practically useful as…