TF RL

Optimal Dynamic Regret by Transformers for Non-Stationary Reinforcement Learning

Baiyuan Chen, Shinji Ito, Masaaki Imaizumi

Under Review

TopoLip

Is Smoothness the Key to Robustness? A Comparison of Attention and Convolution Models Using a Novel Metric

Baiyuan Chen

ArXiv

Topological Priors

Exploiting Topological Priors for Boosting Point Cloud Generation

Baiyuan Chen

2nd International Conference on Artificial Intelligence, Database and Machine Learning (AIDML 2024)

Dynamical Systems

Dynamical systems analysis

Advisor: Prof. Tetsuhiro S. Hatakeyama

• A highly selective, research-based course attended by only three students in the department.
• Phase 1: Analyzed various dynamical systems and statistical mechanics models, including chaos, Hodgkin-Huxley equations, and the Ising model.
• Phase 2: Conducted independent research on traffic congestion and identified unusual patterns in flow-speed relationships.