Minghan Zhang

Distributed Evolution Strategies With Multi-Level Learning for Large-Scale Black-Box Optimization

2024 · IEEE Transactions on Parallel and Distributed Systems

In the post-Moore era, main performance gains of black-box optimizers are increasingly depending on parallelism, especially for large-scale optimization (LSO). Here we propose to parallelize the well-established covariance matrix adaptation evolution strategy (CMA-ES) and in …