About me

I am a Postdoctoral Researcher at RIKEN Center for Advanced Intelligence Project (AIP), working on the High-Dimensional Causal Analysis Team (Team leader: Prof. Masaaki Imaizumi). Previously, I was a Project Researcher at the University of Tokyo in the Matsuo Lab and obtained a Ph.D. in computer science under the supervision of Prof. Guido Montúfar at Max Planck Institute for Mathematics in the Sciences (MPI MiS) in Leipzig, Germany.

Research Interests

I focus on deep learning theory, and recently, I have been particularly interested in the theoretical analysis of Large Language Models (LLMs). On a broader spectrum, my research interests include:

• expressivity, generalization, and optimization;
• over-parameterized networks and implicit bias;
• realistic settings such as few-shot learning and continual learning;
• network architectures, such as transformers and graph neural networks.