I'm Hiroshi, an undergraduate senior at Soka University of America. I study liberal arts with an emphasis on mathematics and computer science. My coursework also includes physics, philosophy, psychology, international relations, and economics.

At SUA, I am honored to be mentored by and work with Dr. Katherine Perry. I also joined research at Texas State University and the University of Maryland, College Park. I would like to especially thank Dr. Damian Valles at TXST, Dr. William Gasarch and Aviva Prins at UMD for the wonderful opportunities.

I want to holistically and scientifically understand how intelligence functions and forms through the lens of deep learning:

• Geometries of learned representation spaces in deep learning, esp LLMs and VLMs

• Generative models as the approximation of reality

• World models in language models and model-based reinforcement learning

Find my prior research HERE. Find my CV here (June/2025) 

These are my favorite papers! (Great respect to the authors):

• 🔍 The Platonic Representation Hypothesis (Huh et al., 2024)

• 🌏 Language Models Represent Space and Time (Gurnee and Tegmark, 2024)

• 💎 Mastering Diverse Domains through World Models (Hafner et al., 2023)