AI-Empowered Catalyst Discovery: A Survey from Classical Machine Learning Approaches to Large Language Models. - Yuanyuan Xu 002; Hanchen Wang 001; Wenjie Zhang 001; Lexing Xie; Yin Chen; Flora Salim; Ying Zhang 001; Justin Gooding; Toby Walsh (CoRR, 2025)