Publication

Phase-Synchronization-Based Federated Learning for Edge Computing Over Decentralized Networks

Authors: Minhoe Kim, Jungwon Seo, Woong-Hee Lee

IEEE Transactions on Vehicular Technology • 2026

Journal

GC-Fed: Gradient Centralized Federated Learning with Partial Client Participation

Authors: Jungwon Seo, Ferhat Ozgur Catak, Chunming Rong, Kibeom Hong, Minhoe Kim

Information Fusion • 2026

Journal

GC-Fed workflow thumbnail

Trustworthy AI for Safety-Critical Systems: Toward Robustness, Adversarial Resilience, and Uncertainty-Aware Intelligence

Authors: Ferhat Ozgur Catak, Jungwon Seo

Book Chapter (CRC Press) • 2026

Book Chapter

Federated Large Domain Model System

Authors: Chunming Rong, Jungwon Seo, Zihan Zhao, Ferhat Ozgur Catak, Jiahui Geng, Martin Gilje Jaatun

Blockchain: Research and Applications • 2025

Journal

ProxyLLM: LLM-Driven Framework for Customer Support Through Text-Style Transfer

Authors: Sehyung Jo, Jungwon Seo

ECML PKDD • 2025

Conference

ProxyLLM architecture thumbnail

Understanding Federated Learning from IID to Non-IID dataset: An Experimental Study

Authors: Jungwon Seo, Ferhat Ozgur Catak, Chunming Rong

Norsk IKT-konferanse for forskning og utdanning • 2024

Conference

IID to Non-IID loss landscape thumbnail

Federated AI Chat System: Tackling Tacit Knowledge Management

Authors: Jungwon Seo, Boyu Cui, Chunming Rong

85th EAGE Annual Conference & Exhibition • 2024

Conference

Federated AI Chat System overview thumbnail