PUBLICATIONS

WORKSHOPS

  • Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research (in Japanese)

    1st Science of Science Research Seminar, March, 2024

  • Managing the Whole Research Process on GitHub

    Shiro Takagi

    NeurIPS Workshop on Broadening Research Collaborations in ML, 2022

    LaTeX / Poster

  • Separation of Research Data from Its Presentation

    Shiro Takagi

    NeurIPS Workshop on Broadening Research Collaborations in ML, 2022

    LaTeX / Poster

  • Thoughts on the Applicability of Machine Learning to Scientific Discovery and Possible Future Research Directions (Perspective)

    Shiro Takagi

    3rd AI4Science Workshop @ NeurIPS, 2022

    LaTeX / Poster

  • Empirical Study on Optimizer Selection for Out-of-Distribution Generalization

    Hiroki Naganuma, Kartik Ahuja, Ioannis Mitliagkas, Shiro Takagi, Tetsuya Motokawa, Rio Yokota, Kohta Ishikawa, Ikuro Sato

    NeurIPS 2022 Workshop on Distribution Shifts, 2022

  • On The Conditions of MAML Convergence

    Shiro Takagi, Yoshihiro Nagano, Yuki Yoshida, Masato Okada

    NeurIPS Workshop on Meta-Learning, 2019

  • Localized Generations with Self-Supervised Meta-Learning

    Yoshihiro Nagano, Shiro Takagi, Yuki Yoshida, Masato Okada

    NeurIPS Workshop on Learning with Rich Experience: Integration of Learning Paradigms, 2019

  • The Effect of Learning Rates on Model-agnostic Meta-learning

    Shiro Takagi, Yoshihiro Nagano, Yuki Yoshida, Masato Okada

    ACML Workshop on Statistics & Machine Learning Researchers in Japan, 2019

  • Learning Locally Structured Dataset with Gradient-Based Meta-Learning

    Yoshihiro Nagano, Shiro Takagi, Yuki Yoshida, Masato Okada

    ACML Workshop on Statistics & Machine Learning Researchers in Japan, 2019

  • Statistical Mechanical Formulation of Learning Dynamics of Two-Layered Neural Networks with Batch Normalization

    Shiro Takagi, Yuki Yoshida and Masato Okada

    The 33rd Annual Conference of the Japanese Society for Artificial Intelligence, 2019

  • The Impact of Layer Normalization on Single-Layer Perceptron — Statistical Mechanical Analysis

    Shiro Takagi, Yuki Yoshida and Masato Okada

    The Physical Society of Japan Annual Meeting, 2019

  • Statistical Mechanical Analysis of Single-layer Perceptron with Layer Normalization

    Shiro Takagi, Yuki Yoshida and Masato Okada

    The 21st Information-Based Induction Sciences Workshop, 2018

TALKS

Link to all slides of talks are here

MATERIALS

PROJECTS

I am assisting with a project lead by Wataru Kumagai called "AutoRes", which aims to automate machine learning research. AutoRes is engaged in developing human-in-the-loop research assistants, systems that automatically conduct experiments without human intervention, and research on automated theorem proving.


Additionally, I support the development of decentralized science through "DeSci.Tokyo" lead by Hiro Taiyo Hamada. DeSci.Tokyo hosted an event called DeSci.Tokyo Conference 2023 in 2023 and co-organize an event called Funding the Commons Tokyo in 2024.


I was a member of a Japanese podcast lead by Hiro Taiyo Hamada called "metascientia," where we discuss science from a meta-perspective. In the past, we've covered topics like university history, research funding, and research impact assessment.

BLOGS

I also write and share blog posts reflecting on the nature of research. For example, in the past, I have written articles such as the following.