Hi! I’m speed.

I am a first year graduate student at Kyoto University majoring in Computer Science.

I want to make deep learning models and systems more tractable.

Links

• GitHub: speed1313
• Twitter: @strayer_13

Hobby

• Low layer homebrew(compiler, Git, shell, etc)
• Reading books(paperbacks, technical books , novel, etc)
• Travel
• Comic books and anime

Interests

• Machine Learning
• Quantum Computation
• Statistics
• Computer Science

Education

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• Master’s degree, Course of Communications and Computer Engineering, Graduate School of Informatics, Kyoto University, Japan. April 2024 – March 2026(Expected)
• Bachelor’s degree, Software Science Course, Department of Information and Computer Sciences, School of Engineering Science, Osaka University, Japan. GPA: 3.57/4.00. April 2020 – March 2024

Internships / Employments

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Date	Organization	Position	Description
2024/12 ~ present	Sakana AI	Student Intern	🐟🐠🐡
2024/4 ~ present	Research and Development Center for Large Language Models, National Institute of Informatics	Research Assistant	I am involved in research on the development and evaluation of multimodal models.
2024/2 ~ 2024/4	LLM-jp, National Institute of Informatics	Student Intern	I was engaged in research on memorization in LLMs.
2023/9	Nikkei Inc.	Software Engineer Intern, Hack The Nikkei Internship in Kyoto	We have developed a web application to improve the quality of comments on articles by using NLP techniques to find the relevance of comments to articles and by creating a function to support quotations.
2022/9	Rakuten Group, Inc.	Software Engineer internship	We developed a LINE chat bot called Pal-puppy in hackathon style for 5 days. During the internship, our team proposed ideas, defined the app’s specifications, developed and presented our product. we were 2nd place in the Qualifying Block. Repository: pal-puppy
2022/8 ~ 2022/9	Cybozu Inc.	Kubernetes infrastructure engineer internship	We developed a custom controller (AutoVirtualDC) to manage and schedule virtual data center environments. For development, we used kubebuilder, a framework for building Kubernetes APIs with custom resource definitions. Repository: nyamber The experience story is here cybozu summer intern 2022 Kubernetes 基盤開発コース参加記
2022/8	Amazon Web Services Inc.	AWS Summer workshop as cloud support engineer	I participated in the customer support engineer’s work during this workshop.
2022/3 ~ 2024/4	Center for Quantum Information and Quantum Biology at Osaka University	Software development as technical assistant	I’m developing numerical software for quantum computation and quantum chemistry

Research

International Conference

• A Comprehensive Analysis of Memorization in Large Language Models. The 17th International Natural Language Generation Conference (INLG 2024), 2024. Hirokazu Kiyomaru*, Issa Sugiura*, Daisuke Kawahara and Sadao Kurohashi.
  [Paper] | [Code]

Journal

• Removing Mislabeled Data from Trained Models via Machine Unlearning. IEICE Transactions on Information and Systems, August 2025. Issa Sugiura, Shingo Okamura, Naoto Yanai.
  [Paper]

Preprints

• Constructing Multimodal Datasets from Scratch for Rapid Development of a Japanese Visual Language Model. Arxiv, 2024. Keito Sasagawa, Koki Maeda, Issa Sugiura, Shuhei Kurita, Naoaki Okazaki, Daisuke Kawahara.
  [Paper]
• LLM-jp: A Cross-organizational Project for the Research and Development of Fully Open Japanese LLMs, 2024, LLM-jp: Akiko Aizawa, Eiji Aramaki, …, Issa Sugiura, …, Koichiro Yoshino (80 authors, Authors are listed in alphabetical order).
  [Paper]

Domestic Conference

• オープンLLMによる翻訳を活用した日本語CLIPの開発. 言語処理学会第31回年次大会 (NLP2025), 2025年3月. 杉浦一瑳, 栗田修平, 小田悠介, 河原大輔, 岡崎直観.
• ロススパイクの影響分析. 言語処理学会第31回年次大会 (NLP2025), 2025年3月. 杉浦一瑳, 栗田修平, 小田 悠介.
• llm-jp-eval-mm: 日本語視覚言語モデルの自動評価基盤. 言語処理学会第31回年次大会 (NLP2025), 2025年3月. 前田航希*, 杉浦一瑳*, 栗田修平, 小田悠介, 岡崎直観.
• LLM-jp-3 VILA: 日本語マルチモーダルデータセット及び強力な日本語マルチモーダルモデルの構築. 言語処理学会第31回年次大会 (NLP2025), 2025年3月. 笹川慶人, 前田航希, 杉浦一瑳, 栗田修平, 岡崎直観, 河原大輔.

• 大規模言語モデルの事前学習ツールjax-llmの開発とinput-methodへの応用. 第19回言語処理若手シンポジウム(YANS2024), 2024年9月. 杉浦一瑳.
  [Draft Paper] | [Poster] | [Code (jax-llm)] | [Code (input-method)]

• ミスラベルデータの忘却による学習済みモデルの汎化性能の向上手法の提案. 第16回データ工学と情報マネジメントに関するフォーラム (DEIM2024), 2024年2月. 杉浦一瑳, 岡村真吾, 山下恭佑, 矢内直人.
  [Paper] | [Slide] | [Code]

Achievements/ Awards

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• Sponsor Award from LY Corporation and the Student Presentation Award for my research presentation titled ‘Improving Generalization Performance of Trained Models by Unlearning Mislabeled Data’ at the 16th Forum on Data Engineering and Information Management (DEIM2024).
• We (F.SE team) placed 2nd out of 15 teams in the PWS Cup 2023, a competition held in conjunction with the Computer Security Symposium (CSS) 2023. 2023/10/30 - 2023/11/2
  [Code]

Certifications/ Qualifications

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• TOEIC L&R: 450 + 390 = 840 (October 2, 2022)
• Security Camp organized by IPA(Information-technology Promotion Agency), Web Security Course. August 2022

Activity

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Date	Event	Description
2023/10	init.g, a cybersecurity event hosted by Google in Shibuya.	Participant
2023/10	第56回 情報科学若手の会 in 軽井沢	通常発表 「AIセキュリティはなぜセキュリティ分野か」 slide: Why AI Security is a field of Security?
2023/9	Security mini-camp in Yamanashi.	Tutor
2023/3/11	Security camp forum 2023 in Tokyo	Alumni LT(lightning talk) presentation Presentation slide: gomicollector ガベコレ自作で辿る自作の森
2022/11/19 ~ 2022/11/22	北海道スタディツアー2022 アイヌ民族の歴史と当事者研究から考える対話と共生のコミュニティづくり, 主催 大阪大学社会ソリューションイニシアティブ(SSI) etc.	blog post written by organizer.
2022/7	ISUCON12 qualify	porting from Golang to Rust at ISUCON12 qualify.

Skills

• Python
• Go
• Rust
• C/C++
• AWS
• SQL