Sergei V. Kalinin

Rapid optimization in high dimensional space by deep kernel learning augmented genetic algorithms

2024 · arXiv (Cornell University)

Exploration of complex high-dimensional spaces presents significant challenges in fields such as molecular discovery, process optimization, and supply chain management. Genetic Algorithms (GAs), while offering significant power for creating new candidate spaces, often entail high …