“…As palladium (Pd) is the most active metal for aqueous formic acid dehydrogenation, Pd-based catalysts have been extensively used. Pd alloyed with Ag, Au, Cu, Co, or Ni showed considerably improved activity compared to monometallic Pd catalysts. ,− Adopting novel supports or modifying supports with dopants such as nitrogen, amine-functional groups, and metal oxide also was used in a way to enhance the activity of Pd-based catalysts. − ,− These enhanced catalytic activities were attributed to the particle size of active metals, ligand effect (electronic modification), strain effect (changes in lattice distance), and interaction of dopants with reactants or intermediates, and in most cases, a combination of these effects. Despite the considerable improvement in catalytic activity, ironically, such combined effects make it difficult to understand the independent role of each factor in the formic acid dehydrogenation reaction.…”