My name is George Ma (Jiangyan Ma). I am an undergraduate student at Peking University, majoring in Information and Computing Science. I am interested in machine learning theories and applications, and am currently doing research on graph learning at Prof. Yisen Wang’s lab. I am particularly interested in invariant and universal neural networks. My email: georgem@stu.pku.edu.cn. My CV: George Ma’s CV. I actively write blogs on Zhihu: George M’s Zhihu Homepage.
Research Interests
- Graph Neural Networks
- Invariant and Equivariant Neural Networks
- Generative Models
- Reinforcement Learning
Publications
Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral Embedding
Jiangyan Ma, Yifei Wang, Yisen Wang (2023). Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral Embedding. In Thirty-seventh Conference on Neural Information Processing Systems.
Baking Symmetry into GFlowNets
Jiangyan Ma, Emmanuel Bengio, Yoshua Bengio, Dinghuai Zhang (2023). Baking Symmetry into GFlowNets. In NeurIPS 2023 AI for Science: from Theory to Practice.