Korea University
AI and Mobility (AIM) Laboratory

Introduction to the Lab

Korea University, AI and Mobility (AIM) Laboratory is now conducting the research and development (R&D) in following fields,
  - Autonomous Mobility: Multi-Agent Reinforcement Learning for UAV, UAM, AUV, and Satellite Networks
  - Quantum Machine Learning: Quantum Reinforcement Learning, Quantum Federated Learning, Software Engineering for Quantum Learning
  - Networks: Lyapunov Optimization Theory and Applications

Publication Highlights [Magazines, Top-Journals (TON, TMC, JSAC, TWC), Top-Conferences]

1. Differentially-Private Quantum Federated Learning Against Gradient Inversion Attacks
   IEEE Transactions on Networking (Major Revision) Chaemoon Im, et al. 

2. Living on the Quantum Edge: Quantum Machine Learning for Hybrid Cache-and-Edge Models
   IEEE Communications Magazine (Major Revision) Soohyun Park, et al.

3. Joint Sustainable Control and Quantum Reinforcement Learning for Energy-Efficient Cube-Satellite Networks
   IEEE Transactions on Mobile Computing (Major Revision) Soohyun Park, et al.

4. Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks
   IEEE Transactions on Mobile Computing (Online) Gyu Seon Kim, et al.

5. Quantum-Amplitude Embedded Adaptation for Parameter-Efficient Fine-Tuning in Large Language Models
   ACM CIKM (2025) Emily Jimin Roh, et al. 

6. Filtered One-Shot Training for Quantum Architecture Search
   ACM CIKM (2025) Seok Bin Son, et al. 

7. LLM-based Interactive Coding Education via Predictive Query Management and Student-Centered Fine-Tuning: Design and Implementation with 1500-Student Class Data
   ACM CIKM (2025) Geonjae Youn, Jonghoon Lee, et al. 

8. Quantum-Eyes: Scalable Quantum Convolutional Neural Networks for Low-Overhead Object Detection
   IEEE Computational Intelligence Magazine (2025) Joongheon Kim, et al.

9. Slimmable Federated Reinforcement Learning for Energy-Efficient Proactive Caching
   IEEE Transactions on Networking (2025) Hankyul Baek, Gyu Seon Kim, et al.

10. Quantum Jump to Virtual Worlds: High-Quality Multiple Virtual Meta-Space Realization in Metaverse
    IEEE MultiMedia (2025) Soohyun Park, et al.

11. AQUA: Hardware-Agnostic Qubit Allocation for Quantum Multi-Programming
    IEEE IPDPS (2025) Xinyu Piao, et al. 

12. Stabilized Robust Control for Lightweight Autonomous Aircraft Mobility: A Quantum Reinforcement Learning Approach
    IEEE/IFIP WiOpt (2025) Gyu Seon Kim, et al.

13. Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Network Management using Conflict Graphs
    IEEE/IFIP NOMS (2025) Yeryeong Cho, et al.

14. Fast Quantum Convolutional Neural Networks for Low-Complexity Object Detection in Autonomous Driving Applications
    IEEE Transactions on Mobile Computing (2025) Emily Jimin Roh, et al. 

15. Spatio-Temporal Multi-Metaverse Dynamic Streaming for Hybrid Quantum-Classical Systems
    IEEE/ACM Transactions on Networking (2024) Soohyun Park, et al. 

16. Joint Quantum Reinforcement Learning and Stabilized Control for Spatio-Temporal Coordination in Metaverse
    IEEE Transactions on Mobile Computing (2024) Soohyun Park, et al. 

17. The Matrix: Quantum AI for Interacting Two Worlds in Prioritized Metaverse Spaces
    IEEE Communications Magazine (2024) Soohyun Park, et al. 

18. Quantum Multi-Agent Reinforcement Learning is All You Need: Coordinated Global Access in Integrated TN/NTN Cube-Satellite Networks
    IEEE Communications Magazine (2024) Soohyun Park, et al. 

19. Hands-On Introduction to Quantum Machine Learning
    ACM CIKM (2024)

20. Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management
    IEEE/IFIP WiOpt (2024)

21. Quantum Multi-Agent Reinforcement Learning for Autonomous Mobility Cooperation
    IEEE Communications Magazine (2024) Soohyun Park, et al. 

22. Joint User Clustering, Beamforming, and Power Allocation for mmWave-NOMA with Imperfect SIC
    IEEE Transactions on Wireless Communications (2024)

23. Learning Location from Shared Elevation Profiles in Fitness Apps: A Privacy Perspective
    IEEE Transactions on Mobile Computing (2024)

24. SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks
    IEEE/ACM Transactions on Networking (2023) Hankyul Baek, et al. 

25. Quantum Split Learning for Privacy-Preserving Information Management
    ACM CIKM (2023) Soohyun Park, et al. 

26. Logarithmic Dimension Reduction for Quantum Neural Networks
    ACM CIKM (2023) Hankyul Baek, et al. 

27. EQuaTE: Efficient Quantum Train Engine for Run-Time Dynamic Analysis and Visual Feedback in Autonomous Driving
    IEEE Internet Computing (2023) Soohyun Park, et al. 

28. Quantum Multi-Agent Meta Reinforcement Learning
    AAAI (2023)

29. Hierarchical Reinforcement Learning using Gaussian Random Trajectory Generation in Autonomous Furniture Assembly
    ACM CIKM (2022)

30. Cooperative Video Quality Adaptation for Delay-Sensitive Dynamic Streaming using Adaptive Super-Resolution
    IEEE/IFIP WiOpt (2022) Minseok Choi, et al. 

31. Recent and Future Evolution of Wi-Fi
    IEEE Communications Standards Magazine (2022)

32. Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks
    IEEE INFOCOM (2022) Hankyul Baek, et al. 

33. Supremo: Cloud-Assisted Low-Latency Super-Resolution in Mobile Devices
    IEEE Transactions on Mobile Computing (2022)

34. A Personalized Preference Learning Framework for Caching in Mobile Networks
    IEEE Transactions on Mobile Computing (2021)

35. Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications
    Proceedings of the IEEE (2021)

36. Probabilistic Caching and Dynamic Delivery Policies for Categorized Contents and Consecutive User Demands
    IEEE Transactions on Wireless Communications (2021) Minseok Choi, et al. 

37. Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks
    IEEE Transactions on Wireless Communications (2020) Minseok Choi, et al. 

38. Understanding the Potential Risks of Sharing Elevation Information on Fitness Applications
    IEEE ICDCS (2020)

39. Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks
    IEEE Transactions on Wireless Communications (2019) Minseok Choi, et al. 

40. Dynamic Power Allocation and User Scheduling for Power-Efficient and Delay-Constrained Multiple Access Networks
    IEEE Transactions on Wireless Communications (2019) Minseok Choi, et al. 

41. Randomized Adversarial Imitation Learning for Autonomous Driving
    IJCAI (2019) MyungJae Shin, et al. 

42. New Challenges of Wireless Power Transfer and Secured Billing for Internet of Electric Vehicles
    IEEE Communications Magazine (2019)

43. Seamless Dynamic Adaptive Streaming in LTE/Wi-Fi Integrated Network under Smartphone Resource Constraints
    IEEE Transactions on Mobile Computing (2019)

44. SGCO: Stabilized Green Crosshaul Orchestration for Dense IoT Offloading Services
    IEEE Journal on Selected Areas in Communications (2018)

45. ShmCaffe: A Distributed Deep Learning Platform with Shared Memory Buffer for HPC Architecture
    IEEE ICDCS (2018)

46. Wireless Video Caching and Dynamic Streaming Under Differentiated Quality Requirements
    IEEE Journal on Selected Areas in Communications (2018) Minseok Choi, et al. 

47. REQUEST: Seamless Dynamic Adaptive Streaming over HTTP for Multi-Homed Smartphone under Resource Constraints
    ACM Multimedia (2017)

48. The Useful Impact of Carrier Aggregation: A Measurement Study in South Korea for Commercial LTE-Advanced Networks
    IEEE Vehicular Technology Magazine (2017)

49. Quality-Aware Streaming and Scheduling for Device-to-Device Video Delivery
    IEEE/ACM Transactions on Networking (2016) Joongheon Kim, et al. 

50. Energy-Efficient Rate-Adaptive GPS-based Positioning for Smartphones
    ACM MobiSys (2010)