Random Walk Approximation for Irreversible Drift-Diffusion Process on Manifold: Ergodicity, Unconditional Stability and Convergence. Commun. Comput. Phys. 2023, 34 (1), 132-172. https://doi.org/10.4208/cicp.OA-2023-0021.