Ph.D. and M.S. Students

Hyunsoo Lee (Ph.D. Student, 2021.03-Present)

• Research Topics: Reinforcement Learning, Mobility Control, Quantum AI

• Journals and Top-Conferences
  강화학습기반 방향성을 고려한 자율 어뢰 기동 제어, 한국통신학회논문지, 2024년. (노지민, 이현수, 박수현, 김중헌, 김건형, 김승환)
  제약 구역을 고려한 동적계획법 기반 최적 중계소 배치 기법, 한국통신학회논문지, 2023년. (이현수, 김영구, 하재경, 박수현, 김중헌)
  저궤도 인공위성에 적용되는 심층강화학습 기술 동향, 한국통신학회논문지, 2023년. (이현수, 김중헌)

• Publications (Under Review)
  Quantum Neural Networks for Mobility and Network Applications, IEEE Network (Review) H. Lee, G. S. Kim, E. J. Roh, S. Lee, S. Park, J. Kim
  Entanglement-Controlled Quantum Federated Learning, IEEE Internet of Things Journal (Review) S. Park, H. Lee, S. Jung, J. Park, M. Bennis, J. Kim
  Quantum Federated Learning with Pole-Angle Quantum Local Training and Trainable Measurement, Neural Networks (Elsevier) (Review) S. Park, H. Lee, S. B. Son, S. Jung, J. Kim
  Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Network Management using Conflict Graphs, IEEE/IFIP Network Operations and Management Symposium (NOMS) (Review) Y. Cho, H. Lee, S. Park, J. Kim
  동적 환경에서의 강화학습기반 자율 수중 차량 변침점 생성 알고리즘에 관한 연구, 한국정보과학회논문지(심사중). (노지민, 이현수, 송일석, 김승환, 김영대, 박수현, 김중헌)

Seok Bin Son (Ph.D. Student, 2022.03-Present)

• Research Topics: Neural Architecture Research (NAS), Quantum AI

• Journals and Top-Conferences
  Dynamic Quantum Federated Learning for UAV-based Autonomous Surveillance, IEEE Transactions on Vehicular Technology, v(n):ppp-ppp, Month Year. S. Park, S. B. Son, S. Jung, J. Kim
  Joint Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming using Adaptive Super-Resolution, IEEE Transactions on Green Communications and Networking, 8(1):103-117, March 2024. M. Choi, W. J. Yun, S. B. Son, S. Park, J. Kim
  Two-Stage Architectural Fine-Tuning for Neural Architecture Search in Efficient Transfer Learning, IET Electronics Letters, 59(24):e13066, December 2023. S. Park, S. B. Son, Y. K. Lee, S. Jung, J. Kim
  Entropy-Aware Similarity for Balanced Clustering: A Case Study with Melanoma Detection, IEEE Access, 11:46892-46902, May 2023. S. B. Son, S. Park, J. Kim
  강화학습 기반 자율형 사이버 위협 공격 COA 탐색 기술 동향, 한국통신학회논문지, 2022년. (손석빈, 이해민, 박수현, 김동화, 김중헌)

• Publications (Under Review)
  Quantum Federated Learning with Pole-Angle Quantum Local Training and Trainable Measurement, Neural Networks (Elsevier) (Review) S. Park, H. Lee, S. B. Son, S. Jung, J. Kim

Gyu Seon Kim (Ph.D. Student, 2023.03-Present)

• Research Topics: Autonomous Mobility Control, Reinforcement Learning, Quantum AI

• Journals and Top-Conferences
  Markov Decision Policies for Distributed Angular Routing in LEO Mobile Satellite Constellation Networks, IEEE Internet of Things Journal, 11(23):ppp-ppp, December 2024. S. Park, G. S. Kim (Co-First), S. Jung, J. Kim
  Quantum Multi-Agent Reinforcement Learning is All You Need: Coordinated Global Access in Integrated TN/NTN Cube-Satellite Networks, IEEE Communications Magazine, 62(10):86-92, October 2024. S. Park, G. S. Kim, Z. Han, J. Kim
  Joint Frame Rate Adaptation and Object Recognition Model Selection for Stabilized Unmanned Aerial Vehicle Surveillance, ETRI Journal (Wiley), 45(5):811-821, October 2023. G. S. Kim, H. Lee, S. Park, J. Kim
  Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility, IEEE Transactions on Intelligent Vehicles, 8(8):4016-4030, August 2023. C. Park, G. S. Kim, S. Park, S. Jung, J. Kim
  Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management, IEEE International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (WiOpt), October 2024. S. Lee, G. S. Kim, S. Park, J. Kim
  어뢰위협 회피를 위한 강화학습 기반 최적 기만 전술, 한국통신학회논문지, 2024년. (정재현, 김규선, 박수현, 김중현, 윤원혁) (국내논문지 우수논문상)
  신뢰성 있는 지구 저궤도 위성 통신망 최적화를 위한 강화학습 기반 동적 라우팅 알고리즘, 한국통신학회논문지, 2023년. (김규선, 박수현, 김중헌, 김영구, 하재경, 전병현)

• Publications (Under Review)
  Quantum Reinforcement Learning for Lightweight LEO Satellite Routing, IEEE Transactions on Mobile Computing (Review) G. S. Kim, S. Lee, I.-S. Cho, S. Park, J. Kim
  Quantum Multi-Agent Reinforcement Learning for Joint Cube-Satellites and High-Altitude Long-Endurance Aerial Vehicles in SAGIN, IEEE Transactions on Aerospace and Electronic Systems (Review) G. S. Kim, Y. Cho, S. Park, S. Jung, J. Kim
  Joint Communication, Computing, and Control for Mission-Critical Multi-UAV Networks, IEEE Journal on Selected Areas in Communications (Review) G. S. Kim, S. Park, S. Jung, D. Mohaisen, J. Kim
  Learning-based Aircraft Taxi Routing: Empirical Evaluation Study for Hartsfield-Jackson Atlanta International Airport, IEEE Transactions on Vehicular Technology (Review) G. S. Kim, S. Lee, S. Park, J. Kim
  Quantum Neural Networks for Mobility and Network Applications, IEEE Network (Review) H. Lee, G. S. Kim, E. J. Roh, S. Lee, S. Park, J. Kim
  Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks, IEEE Transactions on Mobile Computing (Review) G. S. Kim, Y. Cho, J. Chung, S. Park, S. Jung, Z. Han, J. Kim
  Joint Quantum Reinforcement Learning and Neural Myerson Auction for High-Quality Digital-Twin Services in Multi-Tier Networks, IEEE Internet of Things Journal (Review) S. Park, G. S. Kim, J. Kim
  Joint Sustainable Control and Quantum Reinforcement Learning for Energy-Efficient Cube-Satellite Networks, IEEE Transactions on Mobile Computing (Review) S. Park, G. S. Kim, S. Jung, Z. Han, J. Kim
  Slimmable Federated Reinforcement Learning for Energy-Efficient Proactive Caching, IEEE/ACM Transactions on Networking (Review) H. Baek, G. S. Kim (Co-First), S. Park, A. F. Molisch, J. Kim
  (Double Blind Review), Interational Joint Conference on Artificial Intelligence (IJCAI) (Review) G. S. Kim, E. J. Roh, S. Park, J. Kim
  (Double Blind Review), IEEE Conference on Computer Communications (INFOCOM) (Review) G. S. Kim, E. J. Roh, S. Park, J. Kim

Sungjoon Lee (Ph.D. Student, 2024.03-Present)

• Research Topics: Autonomous Mobility Control, Reinforcement Learning, Quantum AI

• Journals and Top-Conferences
  Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management, IEEE International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (WiOpt), October 2024. S. Lee, G. S. Kim, S. Park, J. Kim

• Publications (Under Review)
  Quantum Reinforcement Learning for Lightweight LEO Satellite Routing, IEEE Transactions on Mobile Computing (Review) G. S. Kim, S. Lee, I.-S. Cho, S. Park, J. Kim
  Quantum Neural Networks for Mobility and Network Applications, IEEE Network (Review) H. Lee, G. S. Kim, E. J. Roh, S. Lee, S. Park, J. Kim
  Learning-based Aircraft Taxi Routing: Empirical Evaluation Study for Hartsfield-Jackson Atlanta International Airport, IEEE Transactions on Vehicular Technology (Review) G. S. Kim, S. Lee, S. Park, J. Kim

Emily Jimin Roh (Ph.D. Student, 2024.03-Present)

• Research Topics: Autonomous Mobility Control, Reinforcement Learning, Quantum AI

• Journals and Top-Conferences
  Fast Quantum Convolutional Neural Networks for Low-Complexity Object Detection in Autonomous Driving Applications, IEEE Transactions on Mobile Computing, v(n):ppp-ppp, Month Year. E. J. Roh, H. Baek, D. Kim, J. Kim
  강화학습기반 방향성을 고려한 자율 어뢰 기동 제어, 한국통신학회논문지, 2024년. (노지민, 이현수, 박수현, 김중헌, 김건형, 김승환)

• Publications (Under Review)
  Joint Scalable Quantum Convolutional Neural Network and Reverse-Fidelity Training for High-Accurate Recognition in Unmanned Aerial Vehicle Surveillance, The Journal of Supercomputing (Springer) (Review) E. J. Roh, J. Kim, S. Jung, S. Park
  Quantum Neural Networks for Mobility and Network Applications, IEEE Network (Review) H. Lee, G. S. Kim, E. J. Roh, S. Lee, S. Park, J. Kim
  Multi-Resolution 3D Quantum Convolutional Neural Networks, Neurocomputing (Elsevier) (Review) S. Park, E. J. Roh, C. Im, J. Kim
  (Double Blind Review), Interational Joint Conference on Artificial Intelligence (IJCAI) (Review) G. S. Kim, E. J. Roh, S. Park, J. Kim
  (Double Blind Review), IEEE Conference on Computer Communications (INFOCOM) (Review) G. S. Kim, E. J. Roh, S. Park, J. Kim
  동적 환경에서의 강화학습기반 자율 수중 차량 변침점 생성 알고리즘에 관한 연구, 한국정보과학회논문지(심사중). (노지민, 이현수, 송일석, 김승환, 김영대, 박수현, 김중헌)

JaeHyun Chung (M.S. Student, 2023.09-Present)

• Research Topics: Reinforcement Learning, Finance, Quantum AI

• Journals and Top-Conferences
  Joint Quantum Reinforcement Learning and Stabilized Control for Spatio-Temporal Coordination in Metaverse, IEEE Transactions on Mobile Computing, 23(12):12410-12427, December 2024. S. Park, J. Chung, C. Park, S. Jung, M. Choi, S. Cho, J.  Kim
  어뢰위협 회피를 위한 강화학습 기반 최적 기만 전술, 한국통신학회논문지, 2024년. (정재현, 김규선, 박수현, 김중현, 윤원혁) (국내논문지 우수논문상)

• Publications (Under Review)
  Correlation-Assisted Spatio-Temporal Reinforcement Learning for Stock Revenue Maximization, Neural Networks (Elsevier) (Review) J. Chung, M. Kim, S. Min, H. Choi, S. Park, J. Kim
  Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks, IEEE Transactions on Mobile Computing (Review) G. S. Kim, Y. Cho, J. Chung, S. Park, S. Jung, Z. Han, J. Kim
  Quantum Federated Aggregation: We Don’t Need to Get Everything, IEEE/ACM Transactions on Networking (Review) J. Chung, C. Im, H. Baek, S. Park, J. Kim

Yeryeong Cho (M.S. Student, 2024.03-Present)

• Research Topics: Autonomous Mobility Control, Reinforcement Learning, Quantum AI

• Publications (Under Review)
  Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks, IEEE Transactions on Mobile Computing (Review) G. S. Kim, Y. Cho, J. Chung, S. Park, S. Jung, Z. Han, J. Kim
  Quantum Multi-Agent Reinforcement Learning for Joint Cube-Satellites and High-Altitude Long-Endurance Aerial Vehicles in SAGIN, IEEE Transactions on Intelligent Vehicles (Review) G. S. Kim, Y. Cho, S. Park, S. Jung, J. Kim
  Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Network Management using Conflict Graphs, IEEE/IFIP Network Operations and Management Symposium (NOMS) (Review) Y. Cho, H. Lee, S. Park, J. Kim
  강화학습 기반 자율 이동체의 유사도 기반 다중 지식 전이학습 알고리즘, 한국정보과학회논문지(심사중). (조예령, 박수현, 김중헌)

Chaemoon Im (M.S. Student, 2024.03-Present)

• Research Topics: Quantum Teleportation, Multi-Agent Reinforcement Learning, Quantum AI

• Publications (Under Review)
  Multi-Resolution 3D Quantum Convolutional Neural Networks, Neurocomputing (Elsevier) (Review) S. Park, E. J. Roh, C. Im, J. Kim
  (Double Blind Review), IEEE Conference on Computer Communications (INFOCOM) (Review) C. Im, S. Park, W. Lee, J. Kim
  Quantum Federated Aggregation: We Don’t Need to Get Everything, IEEE/ACM Transactions on Networking (Review) J. Chung, C. Im, H. Baek, S. Park, J. Kim

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