MSC-CMA-ES: Structure-Aware Restarts for CMA-ES via Cyclic Nearest-Better Basin Discovery

Dimitar Nedanovski, Svetoslav Nenov, Dimitar Pilev

CMA-ES behaves, per restart, primarily as a local optimizer; multimodal search relies on restart strategies such as IPOP and BIPOP, which draw every restart uniformly and reuse no…