In this talk, we discuss the nonlocal PDEs in nonequilibrium statistical mechanics. We provide the probability points of view on nonlocal operators and nonlocal PDEs. Combining the methods of stochastic analyses and PDEs, we propose the numerical schemes and perform the numerical/wellposedness analyses for the nonlocal PDEs.