Recent research in oxidative desulfurization has focused on developing more efficient and selective catalysts, such as nanocatalysts and bifunctional materials. Innovations in catalyst design aim to increase the surface area and active sites available for the oxidation reaction. Moreover, there has been an increasing interest in using renewable oxidizing agents and integrating ODS with other desulfurization techniques to enhance overall efficiency.