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)
[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] 🎉 Jongyul Park and Muhammad Iftikhar joined 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
[May 2025] 🎤 Prof. Choi gave a talk at <전파교육연구회 Workshop>, The Korean Institute of Electromagnetic Engineering and Science (KIEES, 한국전자파학회): "AI를 위한 네트워크: 분산된 노드들의 협력 연합 학습"
[Apr. 2025] 🎤 Prof. Choi gave a talk at <연합학습 기술의 현재와 미래>, 지능형 통신 시스템 및 네트워크를 위한 인공지능 소프트웨어 기술 워크샵, The Korean Institute of Communications and Information Sciences (KICS, 한국통신학회): "Efficient Federated Learning in Dense Wireless Networks."
[Feb. 2025] 💰 Our lab has been selected for the Excellent New Researcher Follow-up Research Project (중견연구 도약형) and will receive support of approximately 600 million won over 3 years from the National Research Foundation of Korea.
Title: 서비스 제공자 관점에서 보는 불안정한 무선 환경에서 배포 가능한 모듈화된 연합 학습
(Service Provider's view: Modularized Federated Learning as a Service Releasable to Unstable Wireless Networks)
[Jan. 2025] 🎤 Prof. Choi gave a talk at <현대 강화학습 이론과 트렌드 워크숍>, Open Standards and ICT Associator (OSIA, 한국컴퓨터통신연구회): "Policy-Based Reinforcement Learning."
[Jan. 2025] 📝 Tiange's paper entitled "Semantic Communications for Partially Observable Multi-Agent Reinforcement Learning-Based Unmanned Aerial Vehicles Monitoring" is accepted by IEEE ICC 2025.
[Jan. 2025] 🏆 Hyeri Lim and Yunoh Kim received the Best Paper Award of KICS <2024 추계종합학술발표회>. Congratulations!
Presented to Hyeri Lim, Yunoh Kim and Minseok Choi:
Title: VAE와 연합 학습 활용 콘텐츠 캐싱 전략의 Jetson Boards 기반 성능 평가
[Jan. 2025] 🎉 Jongseok Hyun and Abdur Rehman Awan joined our lab as master students. Welcome!
[Nov. 2024] 📝 Prof. Mahboob (ex-postdoc in WIN Lab.)'s paper entitled "Blockchain-Assisted Dynamic Resource Pool Selection for D2D Roaming Scenarios" is accepted for publication in IEEE Open Journal of the Communication Society
[Oct. 2024] 📝 Hyeonsu Kim and Dongwoo Goo's paper entitled "Multi-Exit Faster R-CNN(MEF): 변동하는 자원에 적응적인 다중 출구 신경망" is accepted for publication in Journal of Korean Institute of Communications and Information Sciences.
[Sep. 2024] 🎉 Prof. Choi became a Smart City Committee member of Seoul City.