Yoshiki
Noguchi
大阪大学大学院 情報科学研究科 博士後期課程1年（D1） — 高性能計算 / 強化学習 D1, Graduate School of Information Science and Technology, Osaka University — HPC / Reinforcement Learning
大阪大学大学院 情報科学研究科 D1 の野口祥生です。
多目的強化学習などを用いて、高性能計算（HPC）の
運用最適化を研究しています。
趣味は水泳と工作。
I'm Yoshiki Noguchi, a D1 at Osaka University.
I study the operational optimization of high-performance
computing (HPC) with multi-objective reinforcement learning.
Off-hours: swimming and making things.
AIで、HPCを最適化。Optimizing HPC with AI.
高性能計算（HPC）の運用最適化、特にジョブスケジューリングを研究しています。最適化したい目標が複数あるため、多目的強化学習を用いてそれらを同時に最適化する手法を提案し、シミュレータ作成・アルゴリズム改良・実験評価を行っています。
I research the operational optimization of HPC — especially job scheduling. Because several objectives matter at once, I propose multi-objective reinforcement-learning methods to optimize them simultaneously, building simulators, improving algorithms, and running evaluations.
CENTRA9@bangkok, Thailand
Collaborations to Enable Transnational Cyberinfrastructure Applications- Poster Sessionにて，「Towards an Intent-based Self-learning Job Scheduler for Cloud Bursting」のポスター発表を行う．
- Best Poster Awardを受賞．
PRAGMA41@bangkok, Thailand
The 41st meeting of the Pacific Rim Applications and Grid Middleware Assembly- Student Committeeを務める．
- Student Hackathon (AI for Healthcare) において，賞を受賞
CANDAR 2025@山形, Japan
The Thirteenth International Symposium on Computing and Networking- 口頭発表：「Exploring Diverse Cloud Bursting Policies Using Pareto Conditioned Networks」
SC25@St.louis, USA
SuperComputing 2025- 大学の展示ブースにて、組織および自分の研究活動についてのポスター展示を行う
PRAGMA40@penang, Malaysia
The 40th meeting of the Pacific Rim Applications and Grid Middleware Assembly- Student Committeeを務める
- ポスタープレゼンテーション：「Proposal for a Scheduling Method in Cloud Bursting (CB) Environments Considering User Opportunity Fairness」
SC24@atlanta, USA
SuperComputing 2024- 大学の展示ブースにて、組織および自分の研究活動についてのポスター展示を行う
CANDAR 2025 @ Yamagata, Japan
The Thirteenth International Symposium on Computing and Networking- Oral Presentation: "Exploring Diverse Cloud Bursting Policies Using Pareto Conditioned Networks"
SC25 @ St. Louis, USA
SuperComputing 2025- Presented posters about organizational and personal research at the university exhibition booth
PRAGMA40 @ Penang, Malaysia
The 40th meeting of the Pacific Rim Applications and Grid Middleware Assembly- Served as a Student Committee member
- Poster Presentation: "Proposal for a Scheduling Method in Cloud Bursting (CB) Environments Considering User Opportunity Fairness"
SC24 @ Atlanta, USA
SuperComputing 2024- Presented research activities at the university exhibition booth with poster presentations about organizational and personal research
