Our research interest are:
Edge/Efficient AI
Federated Learning
Reinforcement Learning-assisted Network Optimization
Video Streaming System, Content Delivery Network
Vehicular/Non-Terrestrial Network
Kyung Hee University, Electronics Engineering
Email: choims _at_ khu.ac.kr, minseok.choi307 _at_ gmail.com
We are looking for passionate and motivated undergraduate, M.S., Ph.D students and PostDocs!
(Job posting link)
[Jul. 2026] 📝 Our paper entitled "AQuA-Cache: Agentic Quantum-AI for LLM-Guided Model Selection in Large-Scale Short-Form Video Services" is accepted for presentation at the IEEE Conference on Quantum Computing and Engineering (QCE26).
[Jun. 2026] 📝 Atif Rizwan's paper entitled "FedRGT: Reward-Guided Graph Neural Network for Decentralized Federated Learning Topology Optimization" is accepted for publication in Journal of Parallel and Distributed Computing.
[May 2026] 🎤 Prof. Choi gave a talk at AI Frontier Summit 2026, The Korean Institute of Communications and Information Sciences (KICS, 한국통신학회): "Efficient Split Learning with Overlapping Areas: Handling Distribution Shifts in Multi-Cell Networks."
[May 2026] 🎤 Prof. Choi gave a talk at <차세대 통신 세미나>, 동국대학교 지능형네트워크융합학과: "AI/Ml 서비스의 배포와 관리 인프라로서의 차세대 네트워크."
[May 2026] 📝 Our US patent entitled "Deep-Learning-Based Super-Resolution Image Processing System and Method, and Computer Program for Same" is registered.
[Feb. 2026] 🎉 Seungjae Ok joins our lab as a master's student. Welcome!
[Feb. 2026] 📝 Our patent entitled "양자 속성 학습 방법 및 그 시스템" is registered.
[Jan. 2026] 📝Yunoh's paper entitled "Collaborative Video Caching with Enhanced Privacy Guarantees" is accepted for presentation at the IEEE ICC 2026 - IEEE International Conference on Communications.
[Jan. 2026] 📝Yeonwoo's paper entitled "Multi-Tier Split Federated Learning for Multi-Level Personalization" is accepted for presentation at the IEEE WCNC 2026 - IEEE Wireless Communications and Networking Conference.
[Jan. 2026] 📝 Atif Rizwan's paper entitled "Efficient Split Learning with Overlapping Areas: Handling Distribution Shifts in Multi-Cell Networks" is accepted for publication in IEEE Transactions on Networking, Special Issue on "AI and Networking."
[Dec. 2025] 🎤 Prof. Choi gave an invited talk at WiCOMS Lab, National Yang Ming Chiao Tung University.
[Nov. 2025] 🏆 Prof. Choi received the Conference Achievement Award of KICS. Congratulations!
[Nov. 2025] 🎤 Prof. Choi gave a talk at <초청 세미나>, Korea Electronics Technology Institute (KETI, 한국전자기술연구원): "무선 네트워크에서의 연합 학습과 강화학습."
[Nov. 2025] 📝 Hyeonsu's patent entitled "비평면에서의 빔 프로젝터 왜곡 보정 시스템 및 그 동작법" is registered.
[Oct. 2025] 📝 Yeonwoo's paper entitled "A Simulation-based Evaluation Framework for Federated Learning in Drug Discovery under Non-IID Conditions" is accepted for oral presentation at The 2nd International Annual Conference on Artificial Intelligence in Health (aiHealth2025).
[Sep. 2025] 📝 Our paper entitled "Semantic Communication-based Task Offloading in UAV-assisted IoT Networks" is accepted by IEEE Globecom 2025 Workshop on Integrated, Intelligent, and Ubiquitous 6G Connectivity.
[Sep. 2025] 🎤 Prof. Choi gave a talk at <제 18회 통신네트워크 기초 및 핵심기술 단기강좌>, The Korean Institute of Communications and Information Sciences (KICS, 한국통신학회):"연합 학습의 기초와 무선 네트워크에서의 응용 연구."
[Sep. 2025] 🎉 Jongyul Park and Muhammad Iftikhar join our lab as master students. Welcome!
[Aug. 2025] 🎉 Hyeri Lim and Yunoh Kim have successfully completed their Master’s degrees! Yunoh has continued his studies by joining the Ph.D. program at WIN Lab.
[Aug. 2025] 🎤 Prof. Choi gave a talk at <책 한 권으로 AI 단기강좌>, The Korean Institute of Communications and Information Sciences (KICS, 한국통신학회): Part III "Deep Neural Networks" from "Probabilistic Machine Learning," Kevin P. Murphy.
[Aug. 2025] 🎤 Prof. Choi gave a talk at <부호 및 정보이론 연구회 2025 제 1차 Workshop>, The Korean Institute of Communications and Information Sciences (KICS, 한국통신학회): "안정적이고 배포 가능한 연합 학습"
[Jul. 2025] 📝 Yunoh's paper entitled "Two-Timescale Joint Optimization of User Scheduling and Video Delivery in Mobile Networks" is accepted by IEEE Globecom 2025.
[Jul. 2025] 💰 Our lab has been selected for the K-MELLODDY Project (연합학습 기반 신약개발 가속화 프로젝트) and will receive support of approximately 300 million won over 3 years from the Korea Health Industry Development Institute (KHIDI).
Title: 연합학습기반 지속적인 멀티모달 앙상블 ADMET 예측 모델 개발
(Development of a Continuous Multi-modal Ensemble ADMET Prediction Model based on Federated Learning)
Collaborators: Korea University (PI), Arontier