rlvf

GenCircuit-RL introduces a reinforcement learning framework with hierarchical verification rewards for genetic circuit design via code generation, achieving 14-16 percentage point improvement over binary rewards and presenting the SynBio-Reason benchmark of 4,753 circuits.