Mingshan Xie

Mingshan Xie

I am interested in the theoretical foundations of artificial intelligence, intelligent agents, and autonomous intelligence.

My current research focuses on understanding intelligent behavior in AI systems from theoretical, mathematical, and physics-inspired perspectives.

Research Interests

• Theoretical Foundations of Artificial Intelligence
• Statistical Physics of Learning
• Intelligent Agents

Publications

• Equivalence between belief propagation instability and transition to replica symmetry breaking in perceptron learning systems

• Local-contrastive-learning machine with both generalization and adversarial robustness: A statistical physics analysis.

Contact

Email: mingshan.xie@outlook.com
Google Scholar: Mingshan Xie
GitHub: Mshan-XIE