Recent advancements have introduced a variety of novel catalysts such as metal-organic frameworks (MOFs), single-atom catalysts, and nanoparticle catalysts. These materials offer unique properties like high surface area, tunable porosity, and exceptional stability, which can enhance catalytic performance.