Yes, XAI can significantly aid in discovering new catalysts. By revealing the underlying factors that contribute to catalytic activity, researchers can focus on modifying these key variables to design more efficient catalysts. For example, XAI can highlight the importance of certain atomic arrangements or electronic properties, guiding the synthesis of new materials.