The central challenge that has limited the development of catalytic hydrogenation of diene-based polymer latex (i.e., latex hydrogenation) in large-scale production pertains to how to accomplish the optimal interplay of accelerating the hydrogenation rate, decreasing the required quantity of catalyst, and eliminating the need for an organic solvent. Here, we attempt to overcome this dilemma through decreasing the dimensions of the polymer substrate (such as below 20 nm) used in the hydrogenation process. Very small diene-based polymer nanoparticles were synthesized and then used as the substrates for the subsequent latex hydrogenation. The effects of particle size, temperature, and catalyst concentration on the hydrogenation rate were fully investigated. An apparent firstorder kinetic model was proposed to describe the rate of hydrogen uptake with respect to the concentration of the olefinic substrate (C¼ ¼C). Mass transfer of both the hydrogen and catalyst involved in this solid (polymer)-liquid (water)-gas (hydrogen) three-phase latex system is discussed. The competitive coordination of the catalyst between the C¼ ¼C and acrylonitrile units within the copolymer was elucidated. It was found that (1) using very small diene-based polymer nanoparticles as the substrate, the hydrogenation rate of polymer latex can be