Novel catalysts are advanced materials engineered to optimize specific chemical reactions. They are designed to provide better activity, stability, and selectivity compared to traditional catalysts. This includes a range of materials like metal-organic frameworks (MOFs), single-atom catalysts (SACs), and nanomaterials.