  We investigate several important issues regarding the Random Batch Method
(RBM) for second order interacting particle systems. We first show the
uniform-in-time strong convergence for second order systems under suitable
contraction conditions. Secondly, we propose the application of RBM for
singular interaction kernels via kernel splitting strategy, and investigate
numerically the application to molecular dynamics.
