SW StarLab Project ('24.07-'31.12)

(Introduction)

• 퀀텀 인공지능기반 Second-Life 플랫폼 기술 (Quantum AI Empowered Second-Life Platform Technology)

• This work was supported by Institute of Information \& Communications Technology Planning \& Evaluation (IITP) grant funded by the Korea government [MSIT (Ministry of Science and ICT (Information and Communications Technology))] (RS-2024-00439803, SW Star Lab) for Quantum AI Empowered Second-Life Platform Technology.

(Publications)

(Journals)

1. Stabilized Classification Control using Multi-Stage Quantum Convolutional Neural Networks for Autonomous Driving
   IEEE/KICS Journal of Communications and Networks, v(n):ppp-ppp, Month Year. E. J. Roh, S. Park, S. Jung, J. Kim
   ACK: IITP-StarLab (RS-2024-00439803, 50%), NRF-QAI (RS-2025-00561377, 50%)

2. Slimmable Federated Reinforcement Learning for Energy-Efficient Proactive Caching
   IEEE/ACM Transactions on Networking, v(n):ppp-ppp, Month Year. H. Baek, G. S. Kim, S. Park, A. F. Molisch, J. Kim
   ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

3. Quantum Reinforcement Learning for Lightweight LEO Satellite Routing
   IEEE Internet of Things Journal, v(n):ppp-ppp, Month Year. G. S. Kim, S. Lee, I.-S. Cho, S. Park, J. Kim
   ACK: ETRI-Satellite (2022-MOIS37-005, 50%), IITP-StarLab (RS-2024-00439803, 50%)

4. Joint Quantum Reinforcement Learning and Neural Myerson Auction for High-Quality Digital-Twin Services in Multi-Tier Networks
   IEEE Internet of Things Journal, v(n):ppp-ppp, Month Year. S. Park, G. S. Kim, J. Kim
   ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

5. Quantum-Eyes: Scalable Quantum Convolutional Neural Networks for Low-Overhead Object Detection
   IEEE Computational Intelligence Magazine, 20(3):ppp-ppp, August 2025. J. Kim, E. J. Roh, C. Im, S. Park
   ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

6. Quantum Federated Learning with Pole-Angle Quantum Local Training and Trainable Measurement
   Neural Networks (Elsevier), 187:107301, July 2025. S. Park, H. Lee, S. B. Son, S. Jung, J. Kim
   ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

7. Fast Quantum Convolutional Neural Networks for Low-Complexity Object Detection in Autonomous Driving Applications
   IEEE Transactions on Mobile Computing, 24(2):1031-1042, February 2025. E. J. Roh, H. Baek, D. Kim, J. Kim
   ACK: Hyundai-2024-Quantum (50%), IITP-StarLab (RS-2024-00439803, 100%)

8. Hybrid Quantum-Classical 3D Object Detection using Multi-Channel Quantum Convolutional Neural Network
   The Journal of Supercomputing (Springer), 81(3):455, February 2025. E. J. Roh, J. Y. Shim, J. Kim, S. Park
   ACK: IITP-StarLab (RS-2024-00439803, 100%)

9. Fast Batch Gradient Descent in Quantum Neural Networks
   IET Electronics Letters, 61(1):e70162, January 2025. J. Y. Shim, J. Kim
   ACK: IITP-StarLab (RS-2024-00439803, 50%), IITP-6G-ARROW (RS-2024-00435652, 50%)

10. Spatio-Temporal Multi-Metaverse Dynamic Streaming for Hybrid Quantum-Classical Systems
    IEEE/ACM Transactions on Networking, 32(6):5279-5294, December 2024. S. Park, H. Baek, J. Kim
    ACK: IITP-StarLab (RS-2024-00439803, 100%)

(Top-Tier Conferences and Invited)

11. AQUA: Hardware-Agnostic Qubit Allocation for Quantum Multi-Programming
    IEEE IPDPS, Milan, Italy, June 2025. X. Piao, J. Y. Shim, J. Kim, J.-K. Kim
    (Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
    ACK: IITP-StarLab (RS-2024-00439803, 50%)

12. Stabilized Robust Control for Lightweight Autonomous Aircraft Mobility: A Quantum Reinforcement Learning Approach
    IEEE/IFIP WiOpt, Linköping, Sweden, May 2025. G. S. Kim, J. Chung, T. Q. Duong, S. Park, J. Kim
    (Top Computer Network Conference, Listed by the Korean Institute of Information Scientists and Engineers (KIISE))
    ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

13. Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Network Management using Conflict Graphs
    IEEE/IFIP NNOMS, Honolulu, Hawaii, USA, May 2025. Y. Cho, H. Lee, S. Park, J. Kim
    (Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
    ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)

14. Quantum Reinforcement Learning for Coordinated Satellite Systems
    IEEE ICASSP​, Hyderabad, India, April 2025. G. S. Kim, S. Y. C. Chen, S. Park, ​ J. Kim​
    (Top Computer Network Conference, Listed by the Korean Institute of Information Scientists and Engineers (KIISE))
    ACK: IITP-StarLab (RS-2024-00439803, 100%)

15. Hybrid Quantum-Classical Style Transfer
    AAAI Student Abstract and Poster, Philadelphia, Pennsylvania, USA, February 2025. E. J. Roh, J. Sim, S. Park, J. Kim
    ACK: IITP-StarLab (RS-2024-00439803, 100%), Samsung Electronics (IO201208- 07855-01, 100%)

16. Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management
    IEEE WiOpt, Seoul, Korea, October 2024. S. Lee, G. S. Kim, S. Park, J. Kim
    (Top Computer Network Conference, Listed by the Korean Institute of Information Scientists and Engineers (KIISE))
    ACK: IITP-ITRC-NetZero (IITP-2024-RS-2024-00436887, 100%), IITP-StarLab (RS-2024-00439803, 100%)