We investigate the stable atomic configuration and the nature of chemical bonding in epitaxial Pt films on graphene. Graphene-templated monolayer to few-multilayers of Pt, synthesized as contiguous 2D films by room temperature electrochemical methods, is shown both experimentally and computationally to exhibit stable {100} structure in the 1-2 layer range. The fundamental question being investigated is whether surface Pt atoms rendered in these 2D architectures are as stable as those of their counterparts in bulk Pt. Unsurprisingly, a single layer Pt on the graphene (Pt_1ML/GR) shows much higher Pt dissociation energy of (-7.51 eV) than that of an isolated Pt atom on graphene. However, the dissociation energy from Pt_1ML/GR shows rather similar energy to that of a Pt(100) surface,-7.77 eV, while in bi-layer Pt on the graphene (Pt_2ML/GR), this energy decreases to-8.63 eV due to the stronger Pt binding, surpassing its bulk counterpart. At Pt_2ML/GR, the dissociation This article is protected by copyright. All rights reserved. 2 energy also slightly surpasses that of bulk Pt(111). Bulk-like stability of atomically-thin Pt-graphene is possible through a combination of inter-planar Pt-C covalent bonding and inter/intra-planar metallic bonding. This unprecedented stability is also accompanied by a metal-like presence of electronic states at the Fermi level. Such atomically-thin metal-graphene architectures can be a new stable platform for synthesizing 2D metallic films with various applications in catalysis, sensing and electronics.