Most machine learning approaches model chemical reactions through de novo generation or heuristic graph edits rather than through electron space transformations

most machine learning approaches model them either through \textit{de novo} generation of product molecules or through heuristic graph edits that operate directly on molecular topology.

http://arxiv.org/abs/2608.27429v1