Next, we compared VS-AL performance to a RL approach with REINVENT . We used a standard RL configuration with a batch size of 128 (Methods) where we sought to improve the oracle score of the generated compounds along with a few commonly used metrics for molecule quality (Methods) to provide a realistic MPO setting. We performed each experiment in triplicate.