Computer algorithms in catalysis are specialized software programs designed to perform calculations, analyze data, and simulate reactions to aid in the design and optimization of catalysts. These algorithms can range from simple computational models to complex machine learning frameworks. They are used to predict the behavior of catalytic systems, optimize reaction pathways, and identify the most promising catalyst candidates.