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Hiroshi Nonaka

Aspiring PhD Student in Machine Learning

Hi! 👋 I'm Hiroshi (博志), an aspiring PhD student in machine learning, particularly in representation learning, interpretability of LLMs, VLMs, and model-based RL, and the science of deep learning.

This fall, I am researching the mechanistic interpretability and moral reasoning of LLMs at Relational Cognition Lab at University of California, Irvine. Previously, I researched model-free RL at the University of Maryland, College Park (NeurIPS 2025 ARLET Workshop), narrative representations of LLMs at Soka University of America (NeurIPS 2025 LLM-Evaluation Workshop), VLMs for emotion recognition at Texas State University (IEEE UEMCON 2024), and spatiotemporal understanding in model-based RL under the University of Tokyo.

Latest News

Oct 2025
I started a blog - I started a blog on machine learning and random thoughts. It's still under constraction, but check it out from the header!
Sep 2025
NeurIPS Workshop Paper Accepted - My first-author paper "Efficient Restarts in Non-Stationary Model-Free Reinforcement Learning" is accepted to NeurIPS 2025 Workshop on ARLET!
Sep 2025
NeurIPS Workshop Paper Accepted - My first-author paper "Evaluating LLM Story Generation through Large-scale Network Analysis of Social Structures" is accepted to NeurIPS 2025 Workshop on Eval-LLM!
Sep 2025
Joining UC Irvine - I joined the Relational Cognition Lab at UCI as an undergrad RA, working on the mechanistic interpretability and moral reasoning of LLMs.