38 citations · 76 across the 12 of their papers we have counts for
15 papers
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…
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…
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…
Terahertz Communication Multi-UAV-Assisted Mobile Edge Computing System
Heekang Song, Hyowoon Seo, Wan Choi
Mobile edge computing (MEC) and terahertz (THz)enabled unmanned aerial vehicle (UAV) communication systems are gaining significant attention for improving user service delays in fu…
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…
Pilot Signal and Channel Estimator Co-Design for Hybrid-Field XL-MIMO
Yoonseong Kang, Hyowoon Seo, Wan Choi
This paper addresses the intricate task of hybrid-field channel estimation in extremely large-scale MIMO (XL-MIMO) systems, critical for the progression of 6G communications. Withi…
Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communication
Hyowoon Seo, Yoonseong Kang, Mehdi Bennis +1
This work deals with the heterogeneous semantic-native communication (SNC) problem. When agents do not share the same communication context, the effectiveness of contextual reasoni…
Predictive Closed-Loop Remote Control over Wireless Two-Way Split Koopman Autoencoder
Abanoub M. Girgis, Hyowoon Seo, Jihong Park +2
Real-time remote control over wireless is an important-yet-challenging application in 5G and beyond due to its mission-critical nature under limited communication resources. Curren…
Attention Based Communication and Control for Multi-UAV Path Planning
Hamid Shiri, Hyowoon Seo, Jihong Park +1
Inspired by the multi-head attention (MHA) mechanism in natural language processing, this letter proposes an iterative single-head attention (ISHA) mechanism for multi-UAV path pla…
Learning Emergent Random Access Protocol for LEO Satellite Networks
Ju-Hyung Lee, Hyowoon Seo, Jihong Park +2
A mega-constellation of low-altitude earth orbit (LEO) satellites (SATs) are envisaged to provide a global coverage SAT network in beyond fifth-generation (5G) cellular systems. LE…
Semantics-Native Communication with Contextual Reasoning
Hyowoon Seo, Jihong Park, Mehdi Bennis +1
Spurred by a huge interest in the post-Shannon communication, it has recently been shown that leveraging semantics can significantly improve the communication effectiveness across…
Split Learning Meets Koopman Theory for Wireless Remote Monitoring and Prediction
Abanoub M. Girgis, Hyowoon Seo, Jihong Park +2
Remote state monitoring over wireless is envisaged to play a pivotal role in enabling beyond 5G applications ranging from remote drone control to remote surgery. One key challenge…
Federated Knowledge Distillation
Hyowoon Seo, Jihong Park, Seungeun Oh +2
Distributed learning frameworks often rely on exchanging model parameters across workers, instead of revealing their raw data. A prime example is federated learning that exchanges…
Communication and Consensus Co-Design for Distributed, Low-Latency and Reliable Wireless Systems
Hyowoon Seo, Jihong Park, Mehdi Bennis +1
Designing distributed, fast and reliable wireless consensus protocols is instrumental in enabling mission-critical decentralized systems, such as robotic networks in the industrial…
Consensus-Before-Talk: Distributed Dynamic Spectrum Access via Distributed Spectrum Ledger Technology
Hyowoon Seo, Jihong Park, Mehdi Bennis +1
This paper proposes Consensus-Before-Talk (CBT), a spectrum etiquette architecture leveraged by distributed ledger technology (DLT). In CBT, secondary users' spectrum access reques…