4 papers
Privacy-Enhanced Over-the-Air Federated Learning via Client-Driven Power Balancing
Bumjun Kim, Hyowoon Seo, Wan Choi
This paper introduces a novel privacy-enhanced over-the-air Federated Learning (OTA-FL) framework using client-driven power balancing (CDPB) to address privacy concerns in OTA-FL s…
Reasoning-Native Agentic Communication for 6G
Hyowoon Seo, Joonho Seon, Jin Young Kim +3
Future 6G networks will interconnect not only devices, but autonomous machines that continuously sense, reason, and act. In such environments, communication can no longer be unders…
Semantic Communication and Control Co-Design for Multi-Objective Distinct Dynamics
Abanoub M. Girgis, Hyowoon Seo, Mehdi Bennis
This letter introduces a machine-learning approach to learning the semantic dynamics of correlated systems with different control rules and dynamics. By leveraging the Koopman oper…
Universal Joint Source-Channel Coding for Modulation-Agnostic Semantic Communication
Yoon Huh, Hyowoon Seo, Wan Choi
From the perspective of joint source-channel coding (JSCC), there has been significant research on utilizing semantic communication, which inherently possesses analog characteristi…