However, in this study, we perform ensemble-based simulations at each end-point so we can control the number of transitions by changing either the number of transitions per end-point replica or the number of end-point replicas themselves. We systematically investigated both these parameters and compare the results to recommend the optimal choice. For RBFE, we found that at least 100 transitions are required in each direction for reliable results .