Lichuan Gu is a Professor and Deputy Dean at the School of Information and Computer (also referred to as the School of Information and Artificial Intelligence) at Anhui Agricultural University in Hefei, China. He serves as a doctoral supervisor and leads the Cognitive Computing & System Optimization research laboratory, where his team focuses on machine learning, data mining, pattern recognition, and artificial intelligence. In addition to his academic leadership roles, he is actively involved in regional and professional scientific communities, including serving as an expert for the Anhui Provincial Agricultural Informatization Industry Technology System and holding committee positions in the Anhui Computer Society and CCF Hefei YOCSEF.  Professor Gu received his B.Sc., M.Sc., and Ph.D. degrees in Computer Science from Hefei University of Technology (China). His research spans a broad range of topics in intelligent systems, including knowledge graph reasoning, semantic segmentation, causal learning, bioinformatics, nonlinear control systems, and trust models in distributed computing. His work has been published in prestigious journals and conferences such as IEEE Transactions on Cybernetics, IEEE Transactions on Intelligent Transportation Systems, IEEE Transactions on Fuzzy Systems, IEEE Transactions on Neural Networks and Learning Systems, ACM Transactions on Intelligent Systems and Technology, Knowledge-Based Systems, Future Generation Computer Systems, and many others.