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Minseok Choi

Minseok Choi

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학부 인턴·석사·박사·박사후연구원 모집 중.

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Professor

About

최민석 교수 연구실(WIN Lab, Wireless Intelligent Networks Lab)은 경희대 전자공학과 소속으로, 무선통신·네트워크에 AI를 접목한 연구를 한다. 연합학습, 강화학습 기반 자원 최적화, 무선 엣지/캐싱, 비디오 스트리밍·콘텐츠 전송, 차량/비지상 네트워크를 다룬다.

Research keywords

Edge/Efficient AIFederated LearningReinforcement Learning-assisted Network OptimizationVideo Streaming and Content Delivery Networks

Selected publications

  • Efficient Split Learning with Overlapping Areas: Handling Distribution Shifts in Multi-Cell NetworksIEEE Transactions on Networking (Special Issue on AI and Networking) · 2026
  • FedRGT: Reward-Guided Graph Neural Network for Decentralized Federated Learning Topology OptimizationJournal of Parallel and Distributed Computing · 2026
  • Blockchain-Assisted Dynamic Resource Pool Selection for D2D Roaming ScenariosIEEE Open Journal of the Communications Society, vol. 5, pp. 7541-7552 · 2024
  • Joint Quantum Reinforcement Learning and Stabilized Control for Human-Centric Spatio-Temporal Coordination in MetaverseIEEE Transactions on Mobile Computing, vol. 23, no. 12, pp. 12410-12427 · 2024
  • Collaborative Video Caching with Enhanced Privacy GuaranteesIEEE ICC 2026 · 2026
  • Two-Timescale Joint Optimization of User Scheduling and Video Delivery in Mobile NetworksIEEE Globecom 2025 · 2025

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