International Conference Papers
International Conference Papers
(2024)
J. Kim and S. Jung, "Low Earth Orbit Satellite Scheduling Optimization based on Deep Reinforcement Learning," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
H. Jang and S. Jung, "CNN-LSTM Based Prediction of LoS Duration in Satellite Communication Network," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
J. Cho and S. Jung, "Reinforcement Learning-based Motion Planning for Robotic Manipulators in Smart Industry," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
J. Jang and S. Jung, "Optimized Guard Band Allocation for TN and NTN Coexistence Using Reinforcement Learning," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
S Jang and S. Jung, "Interference Mitigation and Resource Allocation in Integrated TN-NTN Systems via Deep Q-Learning," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
I. Hwang and S. Jung, "Survey on Graph Neural Networks for Imitation Learning: Algorithms and Applications," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
M. Shin and S. Jung, "A Survey of Behavior Tree-based Task Planning Algorithms for Autonomous Robotic Systems," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
J. Kim, J. Cho, and S. Jung, "A Practical Approach to UAV Placement: Regression Modelling and RTT Minimization in Hybrid Environment," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
J. Kim, M. Shin, and S. Jung, "Realization for LTE-enabled Drone Platforms: Embedded Design," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
J. Kim, H. Jang, and S. Jung, "RTT-based Performance Analysis of Mobile Network-Connected Drones in Varying Environmental and Device-load Conditions," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2024.
S. Park, G. S. Kim, S. Jung, J. Kim, "Quantum Multi-Agent Reinforcement Learning Software Design and Visual Simulations for Multi-Drone Mobility Control," IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), Seoul, Korea, August 2024.
G. S. Kim, Y. Cho, S. Park, S. Jung, J. Kim, "Realizing Cooperative Global Internet Services for Space-Air-Ground Integrated Networks: A Quantum Multi-Agent Reinforcement Learning Framework," International Joint Conferences on Artificial Intelligence (IJCAI) Workshop on Quantum Algorithms, Optimization, and AI, Jeju, Korea, August 2024
S. Park, H. Baek, J. Park, M. Bennis, S. Jung, J. Kim, "Depth-Controllable Quantum Federated Learning," International Joint Conferences on Artificial Intelligence (IJCAI) Workshop on Quantum Algorithms, Optimization, and AI, Jeju, Korea, August 2024
J. Kim and S. Jung, "Enhancing UAV Stability: A Deep Reinforcement Learning Strategy," IEEE International Conference on Electronics, Information, and Communication (ICEIC), Taipei, Taiwan, January 2024.
(2023)
S. Jung, J. Kim, and J.-H. Kim, "Fundamental Link Budget Analysis for Low Earth Orbit Satellite Downlink Communication," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2023.
S. Park, H. Feng, C. Park, Y. K. Lee*, S. Jung*, and J. Kim*, "EQuaTE: Efficient Quantum Train Engine Design and Demonstration for Dynamic Software Analysis," IEEE International Conference on Distributed Computing Systems (ICDCS) Demo, Hong Kong, China, July 2023.
C. Park, H. Lee, W.J. Yun, S. Jung, and J. Kim, "Coordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications," IEEE International Conference on Distributed Computing Systems (ICDCS) Poster, Hong Kong, China, July 2023.
C. Park, S. Park, G.S. Kim, S. Jung, J.-H. Kim, and J. Kim, "Multi-Agent Deep Reinforcement Learning for Efficient Passenger Delivery in Urban Air Mobility," IEEE International Conference on Communications (ICC), Rome, Italy, May 2023.
H. Baek, Y.J. Ha, M. Yoo, S. Jung, and J. Kim, "Neural Architectural Nonlinear Pre-Processing for mmWave Rador-based Human Gesture Perception," IEEE International Conference on Information Networking (ICOIN), Bangkok, Thailand, January 2023.
G. S. Kim, H. Lee, C. Park, S. Jung, J.-H. Kim, and J. Kim, "Hybrid MAC for Military UAV Networks," IEEE International Conference on Information Networking (ICOIN), Bangkok, Thailand, January 2023.
(2022)
W.J. Yun, D. Mohaisen, S. Jung, J.-K. Kim, and J. Kim, "Hierarchical Reinforcement Learning using Gaussian Random Trajectory Generation in Autonomous Furniture Assembly," ACM Conference on Information and Knowledge Management (CIKM), Atlanta, Georgia, USA, October 2022.
S.B. Son, S. Park, H. Lee, J. Kim, S. Jung, and J. Kim, "Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2022.
H. Lee, S.B. Son, W.J. Yun, J. Kim, S. Jung, and J. Kim, "Spatio-Temporal Attack Course-of-Action (COA) Search Learning for Scalable and Time-Varying Networks," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2022.
S. Park, J. Park, S. Jung, and J. Kim, "Deep Reinforcement Learning for Complex Topography in Urban Aerial Mobility: Sesnsor-based Calibration and Visualization," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2022.
H. Lee, W.J. Yun, S. Jung, J.-H. Kim, and J. Kim, "DDPG-based Deep Reinforcement Learning for Loitering Munition Mobility Control: Algorithm Design and Visualization," IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), Seoul, Korea, August 2022.
H. Baek, H. Lee, J.-Y. Kim, S. Jung, M. Choi, and J. Kim, "Trends in 3D Point Cloud Contents Sampling in Mobile AR/VR Platforms," IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), Seoul, Korea, August 2022.
Y. Kim, S. Jung, M. Choi, and J. Kim, "Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification," IEEE International Conference on Ubiquitous and Future Networks (ICUFN), Barcelona, Spain, July 2022.
S. Park, M. Yoo, S. Jung, M. Choi, and J. Kim, "Introduction to Secure Computing Methods in Unmanned Aerial Vehicles," IEEE International Conference on Ubiquitous and Future Networks (ICUFN), Barcelona, Spain, July 2022.
W.J. Yun, J.P. Kim, S. Jung, J. Park, M. Bennis, and J. Kim, "Slimmable Quantum Federated Learning," International Conference on Machine Learning (ICML) (Workshop on Dynamic Neural Networks), Baltimore, Maryland, USA, July 2022. (Spotlight, Oral Presentation)
W.J. Yun, Y. Kwak, J.P. Kim, H. Cho, S. Jung, J. Park, and J. Kim, "Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design," IEEE International Conference on Distributed Computing Systems (ICDCS), Bologna, Italy, July 2022.
R. Lee, S. Park, S. Jung, and J. Kim, "Quality-Aware Real-Time Augmented Reality Visualization under Delay Constraints," IEEE International Conference on Distributed Computing Systems (ICDCS) Poster, Bologna, Italy, July 2022.
S. Park, S. Jung, M. Choi, and J. Kim, "AoI-Aware Markov Decision Policies for Caching," IEEE International Conference on Distributed Computing Systems (ICDCS) Ph.D. Student Symposium, Bologna, Italy, July 2022.
H. Baek, W.J. Yun, Y. Kwak, S. Jung*, M. Ji, M. Bennis, J. Park*, and J. Kim*, "Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks," IEEE International Conference on Computer Communications (INFOCOM), Virtual, May 2022.
Media Coverage: [한림투데이] [한국대학신문] [베리타스 알파] [강원신문]
H. Lee, Y. Kim, H. Cho, S. Jung*, and J. Kim*, "The Credibility Cryptocurrency Valuation: Statistical Learning Analysis for Influencer Tweets," IEEE International Conference on Information Networking (ICOIN), Jeju, Korea, January 2022.
H. Lee, H. Lee, S. Jung*, and J. Kim*, "Stable Marriage Matching for Traffic-Aware Space-Air-Ground Integrated Networks: A Gale-Shapley Algorithmic Approach," IEEE International Conference on Information Networking (ICOIN), Jeju, Korea, January 2022.
(2021)
Y. Kim, W.J. Yun, Y.K. Lee, S. Jung*, and J. Kim*, "Trends in Neural Architecture Search: Towards the Acceleration of Search," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2021.
Y. Kwak, W.J. Yun, S. Jung*, J.-K. Kim, and J. Kim*, "Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2021.
W.J. Yun, Y.J. Ha, S. Jung*, and J. Kim*, "Autonomous Aerial Mobility Learning for Drone-Taxi Flight Control," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2021.
W.J. Yun, B. Lim, S. Jung, Y.-C. Ko, J. Park*, J. Kim*, and M. Bennis, "Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication," IEEE International Symposium on Wireless Communication Systems (ISWCS), Berlin, Germany, September 2021.
H. Lee, S. Jung*, and J. Kim*, "Distributed and Autonomous Aerial Data Collection in Smart City Surveillance Applications," IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), Virtual, August 2021. (IEEE VTS Seoul Chapter Award)
J. Kim, Y. Kwak, J. Choi, S. Jung*, and J.-H. Kim*, "Quantum Scheduling for Millimeter-Wave Observation Satellite Constellation," IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), Virtual, August 2021. (IEEE VTS Seoul Chapter Award)
Y. Kwak, W.J. Yun, S. Jung*, and J. Kim*, "Quantum Neural Networks: Concepts, Applications, and Challenges," IEEE International Conference on Ubiquitous and Future Networks (ICUFN), Jeju, Korea, August 2021.
Y.J. Ha, M. Yoo, S. Park, S. Jung, and J. Kim*, "Secure Aerial Surveillance using Split Learning," IEEE International Conference on Ubiquitous and Future Networks (ICUFN), Jeju, Korea, August 2021.
H. Baek, W.J. Yun, S. Jung, M. Ji, J. Kim*, J. Park*, and M. Bennis, "Communication and Energy Efficient Slimmable Federated Learning via Superposition Coding and Successive Decoding," International Conference on Machine Learning (ICML) (Workshop on Federated Learning for User Privacy and Data Confidentiality), Virtual, July 2021.
H. Baek, Y.J. Ha, S. Jung*, and J. Kim*, "Noise Rejection in mmWave Radar Images using Deep Learning Image Processing Methods," IEEE International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), Jeju, Korea, June 2021.
M. Yoo, Y.J. Ha, S. Jung*, and J. Kim*, "CNN-based Hand Gesture Recognition Using mmWave Radar," IEEE International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), Jeju, Korea, June 2021.
H. Lee, S. Jung* and J. Kim*, "Deep Learning Auction for Truthful Secure UAV Networking," IEEE International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), Jeju, Korea, June 2021.
J. Kim, S. Park, S. Jung*, and S. Yoo*, "Spatio-Temporal Split Learning," IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), Virtual, June 2021. (Supplemental Volume)
G. Lee, W.J. Yun, S. Jung*, J. Kim*, and J.-H. Kim*, "Visualization of Deep Reinforcement Autonomous Aerial Mobility Learning Simulations," IEEE International Conference on Computer Communications (INFOCOM), Virtual, May 2021. (Demo Abstract)
S. Jung, W.J. Yun, J. Kim*, and J.-H. Kim*, "Infrastructure-Assisted Cooperative Multi-UAV Deep Reinforcement Energy Trading Learning for Big-Data Processing," IEEE International Conference on Information Networking (ICOIN), Jeju, Korea, January 2021. (Best Paper Award)
(~2020)
S. Jung, P. Yeng, T. Q. S. Quek, and J.-H. Kim*, "Belief Propagation based Scheduling for Energy Efficient Multi-drone Monitoring System," IEEE International Conference on ICT Convergence (ICTC), Jeju, Korea, October 2020.
S. Jung, H.-R. Cheon, and J.-H. Kim*, "Reducing Consecutive Collisions in Sensing Based Semi Persistent Scheduling for Cellular-V2X," IEEE Vehicular Technology Conference (VTC-Fall), Hawaii, USA, September 2019.
S.-H. Lee, S. Jung, and J.-H. Kim*, "Adaptive Resource Allocation and Congestion Control Algorithm for Massive Devices in LTE-A," IEEE Wireless Communications and Networking Conference (WCNC), Barcelona, Spain, April 2018.
S.-S. Yoo, S.-H. Lee, S. Jung, and J.-H. Kim*, "Performance Evaluation of Random Access Response Estimation Scheme for IoT Communications," IEEE International Conference on Communications (ICC), Paris, France, May 2017.
J.-K. Kim, S. Jung, K.-H. Lee, and J.-H. Kim∗, ”Frame Aggregation Scheme based on Voice Quality in VoIP System,” International Conference on Electronics, Information, and Communication (ICEIC), Bali, Indonesia, January 2013