Advanced algorithms in catalysis are computational methods designed to streamline and enhance the discovery and optimization of catalysts. These algorithms leverage techniques from fields like machine learning, artificial intelligence, and computational chemistry to predict and improve catalytic activity, selectivity, and stability.