Hydrogen atoms were handled implicitly and filled free valence positions in each final molecule. To generate radical structures, additional terminal successor states were created from intermediate molecules where one atom has a hydrogen atom replaced with an unpaired electron. A more complete description of the action space, including a comparison against previous approaches, is given in the Methods section.