Search Results for author: Hyowoon Seo

Found 6 papers, 1 papers with code

Attention Based Communication and Control for Multi-UAV Path Planning

no code implementations20 Dec 2021 Hamid Shiri, Hyowoon Seo, Jihong Park, Mehdi Bennis

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 planning.

Decision Making

Learning Emergent Random Access Protocol for LEO Satellite Networks

no code implementations3 Dec 2021 Ju-Hyung Lee, Hyowoon Seo, Jihong Park, Mehdi Bennis, Young-Chai Ko

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.

Fairness

Semantics-Native Communication with Contextual Reasoning

no code implementations12 Aug 2021 Hyowoon Seo, Jihong Park, Mehdi Bennis, Mérouane Debbah

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 many tasks.

Split Learning Meets Koopman Theory for Wireless Remote Monitoring and Prediction

no code implementations16 Apr 2021 Abanoub M. Girgis, Hyowoon Seo, Jihong Park, Mehdi Bennis, Jinho Choi

Numerical results under a non-linear cart-pole environment demonstrate that the proposed split learning of a Koopman autoencoder can locally predict future states, and the prediction accuracy increases with the representation dimension and transmission power.

Federated Knowledge Distillation

4 code implementations4 Nov 2020 Hyowoon Seo, Jihong Park, Seungeun Oh, Mehdi Bennis, Seong-Lyun Kim

The goal of this chapter is to provide a deep understanding of FD while demonstrating its communication efficiency and applicability to a variety of tasks.

Federated Learning Knowledge Distillation

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