Furfural is a raw material for the preparation of furan derivatives with active chemical properties. Due to its ability to prepare various high value-added chemicals through oxidation, condensation, hydrogenation, and other reactions, furfural has received extensive attention. The activity of catalyst depends largely on the solvent effect, reaction temperature, metalsupport interaction, metal nanoparticle size, and also depends on the synthesis method of catalyst. In this review, mono-metal (Cu, Co, Ni, Fe, Zn, Zr, Au, Pt, Pd, etc.) and bimetallic (CuÀ , NiÀ , PtÀ and PdÀ , etc.) catalysts supported on mesoporous silica materials for the hydrogenation of furfural to various high value-added chemicals in gas or liquid phase are highlighted. At the same time, some feasible suggestions are put forward. Mono-metal catalysts are prone to deactivation (due to carbon deposition and metal sintering), and the addition of a second metal or solvent modification can be used to improve catalyst activity, furfural conversion, and product selectivity.