“…The development of Pd-based catalysts for hydrogenation of NB to PAP has been intensively probed due to their excellent intrinsic activities for the reduction of nitro groups. − However, the poor stability and low abundance of noble metals suppress the extensive application of Pd-based catalysts. Herein, a large number of works have indicated that the graphite-shell encapsulated Pd nanoparticles (NPs) structure could hinder the inner metal poisoning and simultaneously activate the catalytic performance of inert graphite carbon due to the electronic transmission from the metal NP core. − The catalytic hydrogenation could be significantly influenced by the surface electronic architecture of graphite carbon, which could potentially depend on the type and ratio of encapsulated metal NPs. ,, Additionally, catalysts with an amorphous structure could usually offer more unsaturated atoms as effective active sites, which would be beneficial for increasing the catalytic activity . Analogously, it was widely demonstrated that the heteroatom (e.g., B, N, P, and S)-doped-graphite materials obtained enormous defect sites over the surface, which often reconstituted the electron, physical and chemical characteristics, facilitating the increase in catalytic performance .…”