Prof. Lian visited our lab at the Energy College Campus on Mar. 28, 2024. He gave a fascinating talk focusing on the artificial intelligence methods related to catalytic synthesis. In particular, the progress and mechanism of large models including reasoning and representation, and the basic algorithms for decision-making models like multi-arm Bandit models with reinforcement learning.