Beyond the stopping criterion based on n iter , we implement an additional condition that allows early termination. The values L state and S p , returned from the training session as described in Algorithm S1, play a key role in this decision. Specifically, we define a reversible reaction pathway as one in which the system returns to the original state after detecting new intermediate states. When such a pathway is identified, the simulation can be terminated early to improve workflow efficiency.