Jungwon Seo

Stipendiat

Jungwon Seo

Kontakt

E-post: jungwon.seo@uis.no

Organisasjonsenhet

Det teknisk- naturvitenskapelige fakultet

Institutt for data- og elektroteknologi

Kort om meg

Education

  • Ph.D. in Computer Science, University of Stavanger, Stavanger, Norway (Dec 2022 - Present). 
    • Topic: Federated Knowledge Cloud.
  • M.Sc. in Computer Science, University of Stavanger, Stavanger, Norway (Aug 2017 - Jun 2019). 
  • Bachelor's Degree in Computer Science, Yonsei University, Seoul, South Korea (Mar 2009 - Feb 2017).

Work Experience

  • Technical Lead, Hitbim, Seoul, South Korea (Jan 2022 - Oct 2022). 
    • Focus on No-Coding app platform system design and architecture.
  • CTO, BeBridge, Seoul, South Korea (Mar 2020 - Dec 2020). 
    • Developed Chrome extension app "Slid" and built AWS architecture.
  • Solutions Architect Intern, Amazon Web Services, Seoul, South Korea (Sep 2019 - Mar 2020). 
    • Developed educational content and tested demo architectures.
  • Software Developer Intern, Equinor, Stavanger, Norway  (Jun 2018 - Aug 2018). 
    • Worked on Kubernetes-based infrastructure projects.
  • Lead Developer, KOSPOLL, Seoul, South Korea (Jan 2016 - Jul 2017). 
    • Developed mobile and web applications.
  • Sergeant, Republic of Korea Army Special Forces, Gwangju, Gyeonggi-do, South Korea (Mar 2010 - Jan 2012)
    • Mandatory military service

Teaching & Research Experience

  • Lecturer, Yonsei University, Seoul, South Korea (Aug 2020 - Nov 2022). 
    • Taught courses on unstructured data analysis, machine learning, and big data.
  • Project Mentor, Upstage, Seoul, South Korea (Jan 2021 - Jun 2022). 
    • Developed course material for AI and machine learning applications.
  • Research Assistant, CANYVAL-X, Seoul, South Korea (Dec 2014 - Dec 2015). 
    • Worked on a cube satellite project with NASA.

Følg meg på nett

LinkedIn

Publikasjoner

Vitenskapelige publikasjoner

Jungwon Seo; Ferhat Özgur Catak; Chunming Rong; Kibeom Hong; Minhoe Kim (2026) GC-Fed: Gradient Centralized Federated Learning with Partial Client Participation. I: Information Fusion. ISSN 1566-2535. Volum 131. s.104148-104148. DOI: 10.1016/j.inffus.2026.104148

Sehyeong Jo; Jungwon Seo (2025) ProxyLLM : LLM-Driven Framework for Customer Support Through Text-Style Transfer. I: Lecture Notes in Computer Science (LNCS). ISSN 0302-9743. Volum 16022. DOI: 10.1007/978-3-032-06129-4_28

Jungwon Seo; Chunming Rong; Minhoe Kim (2025) FedShift: Robust Federated Learning Aggregation Scheme in Resource Constrained Environment via Weight Shifting. I: IEEE Access. Online ISSN 2169-3536. Volum 14. s.3708-3721. DOI: 10.1109/access.2025.3648064

Espen Sele; Ferhat Özgur Catak; Jungwon Seo; Murat Kuzlu (2025) Secure federated learning via neural cryptography with homomorphic operations. I: Discover Artificial Intelligence. Online ISSN 2731-0809. Volum 5. DOI: 10.1007/s44163-025-00630-0

Chunming Rong; Jungwon Seo; Zihang Zhao; Ferhat Özgur Catak; Jiahui Geng; Martin Gilje Jaatun (2025) Federated large domain model system. I: Blockchain: Research and Applications. ISSN 2096-7209. Volum 6. DOI: 10.1016/j.bcra.2025.100277

Jungwon Seo; Nan Zhang; Rong Chunming (2024) Flexible and secure code deployment in federated learning using large language models : Prompt engineering to enhance malicious code detection. I: Massimiliano Rak; Valentina Casola, 2023 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE (Institute of Electrical and Electronics Engineers). ISBN 9798350339826. s.341-349. DOI: 10.1109/CloudCom59040.2023.00062

Jungwon Seo; Ferhat Özgur Catak; Rong Chunming (2024) Understanding Federated Learning from IID to Non-IID dataset: An Experimental Study. I: NIKT: Norsk IKT-konferanse for forskning og utdanning. ISSN 1892-0713.

Jungwon Seo; Boyu Cui; Chunming Rong (2024) Federated AI Chat System: Tackling Tacit Knowledge Management. I: . EAGE, 85th EAGE Annual Conference & Exhibition. European Association of Geoscientists and Engineers (EAGE). ISBN 9789462824980. DOI: 10.3997/2214-4609.202410298

Nan Zhang; Ye Liu; Jiahui Geng; Boyu Cui; Jungwon Seo; Jie Cao; Chunming Rong (2023) Cross-domain knowledge discovery and sharing in digital subsurface based on federated learning. I: . ASME, ASME 2023 42nd International Conference on Ocean, Offshore and Arctic Engineering: Volume 9: Offshore Geotechnics; Petroleum Technology. The American Society of Mechanical Engineers (ASME). ISBN 9780791886915. DOI: 10.1115/OMAE2023-104639

Formidling

Jungwon Seo (2024) LLM-powered Automated Workflow Management. Energy Norway 2024; 2024-04-14 - 2024-04-17.

Nan Zhang; Ye Liu; Jiahui Geng; Boyu Cui; Jungwon Seo; Jie Cao; Chunming Rong (2023) Cross-domain knowledge discovery and sharing in digital subsurface based on federated learning. International Conference on Ocean, Offshore and Arctic Engineering; 2023-06-11 - 2023-06-16.

Jungwon Seo (2023) Building Federated Knowledge Cloud with Tokenized Digital Assets and Smart Contracts across Consortium. Energy Norway 2023; 2023-03-13 - 2023-03-15.

Kilde: Nasjonalt vitenarkiv