The Diffusion Monte Carlo (DMC) method is applied to compute the ground state energies of the water monomer and dimer and their D 2 O isotopomers using MB-pol; the most recent and most accurate ab initobased potential energy surface (PES). MB-pol has already demonstrated excellent agreement with high level electronic structure data, as well as agreement with some experimental, spectroscopic, and thermodynamic data. Here, the DMC binding energies of (H 2 O) 2 and (D 2 O) 2 agree with the corresponding values obtained from velocity map imaging within, respectively, 0.01 and 0.02 kcal/mol. This work adds two more valuable data points that highlight the accuracy of the MB-pol PES.The development of a full-dimensional potential energy surface (PES) for a many-body system that extends to progressively larger cluster sizes and, at the same time, is computationally feasible has been a longstanding issue in electronic structure theory 1 . Many different empirical water PESs have been parametrized ranging from fully coarse-grained to flexible atomistic models that include polarization effects and charge transfer (see, e.g., Refs. 2-9). Nevertheless, empirical PESs are generally inadequate for capturing the behavior of water for a wide array of cluster sizes (i.e., from small clusters to the bulk liquid) and thus, have generated ample motivation for the construction of ab initio and ab inito-based surfaces with the latter having a foundation in the many-body expansion of the interactions 10 . Several notable PESs belonging to this family are DPP211 , CC-pol 12 , the HBB0-2 series for the water dimer 13-15 , WHBB 16 , and HBB2-pol 17,18 . Along the same vein, the MB-pol PES 19-21 has most recently emerged as an ab inito-based water surface rigorously derived from the many-body expansion of the interaction energy and expressed in terms of explicit one-, two-, and three-body contributions, with all higher-order terms being represented by (classical) many-body induction within a modified version of the polarization model originally employed by the TTM4-F potential 5 . Similarly to WHBB and HBB2-pol, the MB-pol one-, two-, and three-body terms were obtained from fits to large sets of CCSD(T) monomer, dimer, and trimer energies calculated in the complete basis set limit.Paesani and co-workers (see . DMC uses a population of N W random walkers that sample the configuration space bounded by a PES and collectively represent the wavefunction of the many-body system at projection time τ for each time step of length ∆τ 26,27 . At sufficiently long τ the distribution of random walkers becomes stationary and the instantaneous energy E ref (τ ) fluctuates about its average value E ref .In the limit of τ → ∞, ∆τ → 0, and N W → ∞, this distribution converges to the ground state wavefunction with E ref = E 0 , the ground state energy. In a recent paper 28 , we have undertaken a thorough analysis of the behavior and extent of the bias (systematic error) arising from the finite time step ∆τ , as well as the bias caused by a finite random wa...