Recent advances in ODH catalysis include the development of nanostructured catalysts that offer higher surface areas and improved active sites. Additionally, single-atom catalysts have shown promise due to their high activity and selectivity. Computational modeling and machine learning are also being used to predict and design more effective catalysts for ODH.