Mingyu Guo

Dr. Mingyu Guo is a Senior Lecturer in the Department of Computer Science at the University of Adelaide, within the School of Computer and Mathematical Sciences. His research focuses on interdisciplinary areas including cybersecurity, mechanism design, artificial intelligence, network optimization, and game theory. He is actively involved in supervising students at the Masters and PhD levels, as indicated in his profile.

Key research interests include:

• Cybersecurity defense mechanisms for Active Directory systems using reinforcement learning and graph neural networks
• Automated mechanism design frameworks with applications in auctions and public projects
• Optimization of energy systems, particularly battery storage and renewable energy integration
• Multi-document summarization techniques in natural language processing
• Evolutionary algorithms for diversity optimization and network analysis

Recent publications emphasize innovative solutions for dynamic network security, VCG redistribution mechanisms, and interdisciplinary applications of AI. He maintains an academic homepage at https://mingyuguo.github.io/.