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Junya G. Honda / 本田 純也

Toyohashi University of Technology — Computer Science and Engineering

Education #

YearInstitution
2025–Master’s in Computer Science and Engineering, Toyohashi University of Technology (TUT). Uehara Lab. Global Technology Architects Course (GAC).
2023–2025Bachelor’s in Computer Science and Engineering, Toyohashi University of Technology (TUT). Uehara Lab (Apr 2024–). Transfer from KOSEN. Global Technology Architects Course (GAC).
2018–2023Information, Communication, and Electronics Engineering, National Institute of Technology (KOSEN), Kumamoto College (熊本高等専門学校). Shintani Lab (2022–2023).

Research Interests #

Neural Data Analysis (iEEG/EEG), Explainable AI (XAI), Graph Neural Networks (GNN), Multi-Agent LLM Systems, Representation Analysis

Publications & Presentations #

First Author #

  • [B4-21] 通信トポロジは熟議を左右する：マルチエージェント LLM における正解率と多様性の分析. J.G. Honda, K. Sakamoto, J. Ukita, T. Kojima, Y. Iwasawa, Y. Matsuo. NLP 2026, Mar 2026.
  • [LBA011] グラフニューラルネットワークと反実仮想説明を用いたてんかん発作分類. J.G. Honda, Y. Takayama, K. Uehara. JHBM 2026, Mar 2026, Himeji.
  • [P2-25] Trendscape 1.0: 言語モデルの潜在空間上の概念探索. J.G. Honda, K. Sakamoto, S. Takagi, Y. Hayashi, S. Ogawa, Y. Matsuo. NLP 2025, Mar 2025.
  • [S5-P02] 単語分散表現モデルの埋め込み空間を用いた概念間探索手法の構築と大規模言語モデルの機械論的解釈可能性への応用. J.G. Honda, S. Ogawa, K. Sakamoto. YANS 2024, Sep 2024.

Co-authored #

  • Y. Takayama, K. Mithani, K. Uehara, J.G. Honda, K. Kitajo, M. Iwasaki, T. Yamamoto, A. Ochi, H. Otsubo, G.M. Ibrahim. 焦点性てんかんにおける発作時意識保持機構の解明 -視床CM核-皮質ネットワークへの着目-. 第55回日本臨床神経生理学会, Nov 2025, 沖縄.
  • Y. Takayama, K. Mithani, K. Uehara, J.G. Honda, K. Kitajo, M. Iwasaki, T. Yamamoto, A. Ochi, H. Otsubo, G.M. Ibrahim. 焦点性てんかんにおける発作時意識保持機構の解明 -視床CM核-皮質ネットワークへの着目-. 第58回日本てんかん学会, Oct 2025, 栃木.

Research Experience #

PeriodPosition
Apr 2024–Uehara Lab, Toyohashi University of Technology — Neural data analysis, GNN, explainable AI
Jan–Feb 2024Research Intern (実務訓練), SickKids Hospital, Toronto, Canada — Epilepsy research with iEEG data
2022–2023Shintani Lab, National Institute of Technology, Kumamoto College — Time-series data analysis

Projects #

  • Tomori — Conversational AI companion for dementia support (Re-MENTIA)
  • Trendscape — Concept exploration tool on language model latent spaces

Awards & Grants #

Work Experience #

PeriodPosition
Mar 2025–Founding Member & Engineer, Re-MENTIA Inc. — AI companion for dementia care
Apr 2025–International House Tutor, TUT International Exchange Center
Nov 2024–Software Engineer (Contract), Emosta Inc.

Contact #