To validate the trained parameters, we employed large unit cells (10 × 10 × 10 nm 3 , ∼ 380 lipids) for all the systems. For these systems, we used a 40 × 40 × 40 grid, while keeping all the other simulation parameters unchanged, and ran the simulations for 50 ns.