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I'm Geonhui Kim

Blog

😀M.S. Course (09/2023 ~ 08/2025)

Federated Learning with Heterogeneous clients, Load balancing

[SCIE] Kim, G. Park, H., & Park, H FedAWT: Adaptive Federated Learning via Dynamic Epoch Adjustment for Heterogeneous Clients in Ad-hoc Networks. Internet of Things (submitted)
[SCIE] Geonhui Kim, Jiha Kim, Yongho Kim, Hwan Kim, Hyunhee Park, "FedWT: Federated Learning with Minimum Spanning Tree-based Weighted Tree Aggregation for UAV Networks," ICT Express, 2024 [No. 2022R1A2C2005705, No. RS-2024-00394475]

Geonhui Kim, Hyunhee Park, "Model Aggregation Methods with Heterogeneous Cross-Client Hierarchy in Decentralized Federated Learning," KICS Winter Conference 2025, 2025 [ACK. No. 2022R1A2C2005705, No. RS-2024-00469138]
Geonhui Kim, Hyunhee Park, "UAV-based decentralized federated learning aggregation strategy using minimum spanning trees: Approach using distance weights," KICS Winter Conference 2024, 2024 [ACK. No. 2022R1A2C2005705, No. 2021-0-00990]
Geonhui Kim, Hyunhee Park, "Centralized federated learning in UAV environments: Robustness Central Server Algorithm with Auction System," KICS Autumn Conference 2024, 2023 [ACK. No. 2022R1A2C2005705, No. 2021-0-00990]

Hyunhee Park, Gunhee Kim, “A federated learning system and method using weighted tree aggregation based on minimum height tree”, Myongji University, 12/27/2024 [Project No. 2022R1A2C2005705, RS-2024-00394475]. [download]

2025

National Research Foundation of Korea 2025 Masters Student Research Fellowships(3D Rendering-Based Slimmable Neural Network Decentralized Federated Learning Framework for Multi-UAV Platforms)

2024

National Research Foundation of Korea 2024 Masters Student Research Fellowships(3D Rendering-Based Slimmable Neural Network Decentralized Federated Learning Framework for Multi-UAV Platforms)
Research on predictive intelligence algorithm-based personalized content and automatic channel generation technology

2023

Develop service automation technology based on generative AI datasets and predictive intelligence algorithms

2022

2021

2018

Game development project Tilt To Dungeon (https://github.com/Hamji/TiltToDungeon_1)

Myongji university research honor award, 2025.08
"UAV-based decentralized federated learning aggregation strategy using minimum spanning trees: Approach using distance weights", The Haedong best paper, KICS, 2024.01