Search Results for author: Sang-Woon Jeon

Found 5 papers, 0 papers with code

Optimal Batch Allocation for Wireless Federated Learning

no code implementations3 Apr 2024 Jaeyoung Song, Sang-Woon Jeon

Additionally, we show that the non-zero batch gap between devices provided by the proposed step-wise batch allocation significantly reduces the completion time for RA-based learning systems.

Federated Learning

Hybrid Online-Offline Learning for Task Offloading in Mobile Edge Computing Systems

no code implementations19 Feb 2024 Muhammad Sohaib, Sang-Woon Jeon, Wei Yu

We consider a multi-user multi-server mobile edge computing (MEC) system, in which users arrive on a network randomly over time and generate computation tasks, which will be computed either locally on their own computing devices or be offloaded to one of the MEC servers.

Edge-computing

CEC: Crowdsourcing-based Evolutionary Computation for Distributed Optimization

no code implementations12 Apr 2023 Feng-Feng Wei, Wei-neng Chen, Xiao-Qi Guo, Bowen Zhao, Sang-Woon Jeon, Jun Zhang

Inspired by this, this paper intends to introduce crowdsourcing into evolutionary computation (EC) to propose a crowdsourcing-based evolutionary computation (CEC) paradigm for distributed optimization.

Distributed Optimization

Hybrid Neural Coded Modulation: Design and Training Methods

no code implementations4 Feb 2022 Sung Hoon Lim, Jiyong Han, Wonjong Noh, Yujae Song, Sang-Woon Jeon

We propose a hybrid coded modulation scheme which composes of inner and outer codes.

Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees

no code implementations10 May 2021 Muhammad Sohaib, Jongjin Jeong, Sang-Woon Jeon

We consider a multichannel random access system in which each user accesses a single channel at each time slot to communicate with an access point (AP).

Fairness Multi-agent Reinforcement Learning +3

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