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Soyi Jung
So-Yi Jung
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- affiliation: Korea University, Seoul, South Korea
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2020 – today
- 2024
- [j35]Soohyun Park, Soyi Jung, Joongheon Kim:
Dynamic Quantum Federated Learning for Satellite-Ground Integrated Systems Using Slimmable Quantum Neural Networks. IEEE Access 12: 58239-58247 (2024) - [j34]Kiho Cho, Joongheon Kim, Soyi Jung:
Enhancing Cost-Effective 5G Virtualized RAN Pooling Gain on Clouds: An Intelligent Auto-Scaling Approach. IEEE Access 12: 111322-111333 (2024) - [j33]Soohyun Park, Jae Pyoung Kim, Chanyoung Park, Soyi Jung, Joongheon Kim:
Quantum Multi-Agent Reinforcement Learning for Autonomous Mobility Cooperation. IEEE Commun. Mag. 62(6): 106-112 (2024) - [j32]Won-Jae Lee, Tae-Yoon Kim, Jin-Ki Kim, Soyi Jung, Jae-Hyun Kim:
Group contention-based full-duplex unmanned aerial vehicle relay system. ICT Express 10(1): 65-70 (2024) - [j31]JooYong Shim, Soyi Jung, Joongheon Kim, Jong-Kook Kim:
Stabilized Performance Maximization for GAN-based Real-Time Authentication Image Generation over Internet. Multim. Tools Appl. 83(22): 62045-62059 (2024) - [j30]Joongheon Kim, Soohyun Park, Soyi Jung, Carlos Cordeiro:
Cooperative Multi-UAV Positioning for Aerial Internet Service Management: A Multi-Agent Deep Reinforcement Learning Approach. IEEE Trans. Netw. Serv. Manag. 21(4): 3797-3812 (2024) - [j29]Soohyun Park, Chanyoung Park, Soyi Jung, Minseok Choi, Joongheon Kim:
Age-of-Information Aware Caching and Delivery for Infrastructure-Assisted Connected Vehicles. IEEE Trans. Veh. Technol. 73(7): 10681-10696 (2024) - [c35]Junyoung Kim, Soyi Jung:
Enhancing UAV Stability: A Deep Reinforcement Learning Strategy. ICEIC 2024: 1-4 - [i43]Gyu Seon Kim, Yeryeong Cho, Jaehyun Chung, Soohyun Park, Soyi Jung, Zhu Han, Joongheon Kim:
Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks. CoRR abs/2406.16994 (2024) - 2023
- [j28]Soohyun Park, Chanyoung Park, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Workload-Aware Scheduling Using Markov Decision Process for Infrastructure-Assisted Learning-Based Multi-UAV Surveillance Networks. IEEE Access 11: 16533-16548 (2023) - [j27]Won Joon Yun, Myungjae Shin, Soyi Jung, JeongGil Ko, Hyung-Chul Lee, Joongheon Kim:
Deep reinforcement learning-based propofol infusion control for anesthesia: A feasibility study with a 3000-subject dataset. Comput. Biol. Medicine 156: 106739 (2023) - [j26]Soyi Jung, Jae-Hyun Kim, David Mohaisen, Joongheon Kim:
Truthful and performance-optimal computation outsourcing for aerial surveillance platforms via learning-based auction. Comput. Networks 225: 109651 (2023) - [j25]Yunseok Kwak, Won Joon Yun, Jae Pyoung Kim, Hyunhee Cho, Jihong Park, Minseok Choi, Soyi Jung, Joongheon Kim:
Quantum distributed deep learning architectures: Models, discussions, and applications. ICT Express 9(3): 486-491 (2023) - [j24]Soohyun Park, Hao Feng, Chanyoung Park, Youn Kyu Lee, Soyi Jung, Joongheon Kim:
EQuaTE: Efficient Quantum Train Engine for Runtime Dynamic Analysis and Visual Feedback in Autonomous Driving. IEEE Internet Comput. 27(5): 24-31 (2023) - [j23]Won Joon Yun, Jae Pyoung Kim, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Quantum Multiagent Actor-Critic Neural Networks for Internet-Connected Multirobot Coordination in Smart Factory Management. IEEE Internet Things J. 10(11): 9942-9952 (2023) - [j22]Chanyoung Park, Won Joon Yun, Jae Pyoung Kim, Tiago Koketsu Rodrigues, Soohyun Park, Soyi Jung, Joongheon Kim:
Quantum Multiagent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems. IEEE Internet Things J. 10(22): 20033-20048 (2023) - [j21]Tae-Yoon Kim, Jin-Ki Kim, Won-Jae Lee, Soyi Jung, Jae-Hyun Kim:
Energy-efficient full-duplex MAC protocol design for air-terrestrial communication. J. Commun. Networks 25(3): 333-343 (2023) - [j20]Hankyul Baek, Rhoan Lee, Soyi Jung, Joongheon Kim, Soohyun Park:
Real-Time High-Quality Visualization for Volumetric Contents Rendering: A Lyapunov Optimization Framework. IEEE Open J. Comput. Soc. 4: 243-252 (2023) - [j19]Chanyoung Park, Gyu Seon Kim, Soohyun Park, Soyi Jung, Joongheon Kim:
Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility. IEEE Trans. Intell. Veh. 8(8): 4016-4030 (2023) - [j18]Won Joon Yun, Yunseok Kwak, Hankyul Baek, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
SlimFL: Federated Learning With Superposition Coding Over Slimmable Neural Networks. IEEE/ACM Trans. Netw. 31(6): 2499-2514 (2023) - [j17]Soyi Jung, Chanyoung Park, Marco Levorato, Jae-Hyun Kim, Joongheon Kim:
Two-Stage Self-Adaptive Task Outsourcing Decision Making for Edge-Assisted Multi-UAV Networks. IEEE Trans. Veh. Technol. 72(11): 14889-14905 (2023) - [c34]Chanyoung Park, Soohyun Park, Gyu Seon Kim, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Multi-Agent Deep Reinforcement Learning for Efficient Passenger Delivery in Urban Air Mobility. ICC 2023: 5689-5694 - [c33]Soohyun Park, Hao Feng, Won Joon Yun, Chanyoung Park, Youn Kyu Lee, Soyi Jung, Joongheon Kim:
Demo: EQuaTE: Efficient Quantum Train Engine Design and Demonstration for Dynamic Software Analysis. ICDCS 2023: 1009-1012 - [c32]Chanyoung Park, Haemin Lee, Won Joon Yun, Soohyun Park, Soyi Jung, Joongheon Kim:
Poster: Coordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications. ICDCS 2023: 1043-1044 - [c31]Gyu Seon Kim, Hyunsoo Lee, Chanyoung Park, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Hybrid MAC for Military UAV Networks. ICOIN 2023: 656-659 - [c30]Hankyul Baek, Yoo Jeong Ha, Minjae Yoo, Soyi Jung, Joongheon Kim:
Neural Architectural Nonlinear Pre-Processing for mmWave Radar-based Human Gesture Perception. ICOIN 2023: 746-749 - [i42]Hyunsoo Lee, Soohyun Park, Won Joon Yun, Soyi Jung, Joongheon Kim:
Situation-Aware Deep Reinforcement Learning for Autonomous Nonlinear Mobility Control in Cyber-Physical Loitering Munition Systems. CoRR abs/2301.00124 (2023) - [i41]Won Joon Yun, Jae Pyoung Kim, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Quantum Multi-Agent Actor-Critic Neural Networks for Internet-Connected Multi-Robot Coordination in Smart Factory Management. CoRR abs/2301.04012 (2023) - [i40]Soohyun Park, Chanyoung Park, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Workload-Aware Scheduling using Markov Decision Process for Infrastructure-Assisted Learning-Based Multi-UAV Surveillance Networks. CoRR abs/2301.07307 (2023) - [i39]Soohyun Park, Won Joon Yun, Chanyoung Park, Youn Kyu Lee, Soyi Jung, Hao Feng, Joongheon Kim:
EQuaTE: Efficient Quantum Train Engine for Dynamic Analysis via HCI-based Visual Feedback. CoRR abs/2302.03853 (2023) - [i38]Chanyoung Park, Won Joon Yun, Jae Pyoung Kim, Tiago Koketsu Rodrigues, Soohyun Park, Soyi Jung, Joongheon Kim:
Quantum Multi-Agent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems. CoRR abs/2302.04445 (2023) - [i37]Chanyoung Park, Haemin Lee, Won Joon Yun, Soyi Jung, Joongheon Kim:
Coordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications. CoRR abs/2304.08493 (2023) - [i36]Chanyoung Park, Gyu Seon Kim, Soohyun Park, Soyi Jung, Joongheon Kim:
Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility. CoRR abs/2306.04137 (2023) - [i35]Soohyun Park, Haemin Lee, Chanyoung Park, Soyi Jung, Minseok Choi, Joongheon Kim:
Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes. CoRR abs/2307.09711 (2023) - [i34]Soohyun Park, Jae Pyoung Kim, Chanyoung Park, Soyi Jung, Joongheon Kim:
Quantum Multi-Agent Reinforcement Learning for Autonomous Mobility Cooperation. CoRR abs/2308.01519 (2023) - 2022
- [j16]Soyi Jung, Moon-Sik Lee, Jihyung Kim, Mi-Young Yun, Joongheon Kim, Jae-Hyun Kim:
Trustworthy handover in LEO satellite mobile networks. ICT Express 8(3): 432-437 (2022) - [j15]Won Joon Yun, Myungjae Shin, Soyi Jung, Sean Soek-Chul Kwon, Joongheon Kim:
Parallelized and randomized adversarial imitation learning for safety-critical self-driving vehicles. J. Commun. Networks 24(6): 710-721 (2022) - [j14]Haemin Lee, Sean Soek-Chul Kwon, Soyi Jung, Joongheon Kim:
Neural Myerson auction for truthful and energy-efficient autonomous aerial data delivery. J. Commun. Networks 24(6): 730-741 (2022) - [j13]Won Joon Yun, Soohyun Park, Joongheon Kim, Myungjae Shin, Soyi Jung, David A. Mohaisen, Jae-Hyun Kim:
Cooperative Multiagent Deep Reinforcement Learning for Reliable Surveillance via Autonomous Multi-UAV Control. IEEE Trans. Ind. Informatics 18(10): 7086-7096 (2022) - [j12]Kyeong-Rok Kim, Jung-Hoon Lee, Soyi Jung, Joongheon Kim, Jae-Hyun Kim:
Stabilized Detection Accuracy Maximization Using Adaptive SAR Image Processing in LEO Networks. IEEE Trans. Veh. Technol. 71(5): 5661-5665 (2022) - [c29]Hyunsoo Lee, Won Joon Yun, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
DDPG-based Deep Reinforcement Learning for Loitering Munition Mobility Control: Algorithm Design and Visualization. APWCS 2022: 112-116 - [c28]Hankyul Baek, Haemin Lee, Ji-Yeon Kim, Soyi Jung, Minseok Choi, Joongheon Kim:
Trends in 3D Point Cloud Contents Sampling in Mobile AR/VR Platforms. APWCS 2022: 171-175 - [c27]Won Joon Yun, David Mohaisen, Soyi Jung, Jong-Kook Kim, Joongheon Kim:
Hierarchical Reinforcement Learning using Gaussian Random Trajectory Generation in Autonomous Furniture Assembly. CIKM 2022: 3624-3633 - [c26]Soohyun Park, Soyi Jung, Minseok Choi, Joongheon Kim:
AoI-Aware Markov Decision Policies for Caching. ICDCS 2022: 1274-1275 - [c25]Rhoan Lee, Soohyun Park, Soyi Jung, Joongheon Kim:
Quality-Aware Real-Time Augmented Reality Visualization under Delay Constraints. ICDCS 2022: 1292-1293 - [c24]Won Joon Yun, Yunseok Kwak, Jae Pyoung Kim, Hyunhee Cho, Soyi Jung, Jihong Park, Joongheon Kim:
Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design. ICDCS 2022: 1332-1335 - [c23]Haemin Lee, Youngkee Kim, Hyunhee Cho, Soyi Jung, Joongheon Kim:
The Credibility Cryptocurrency Valuation: Statistical Learning Analysis for Influencer Tweets. ICOIN 2022: 58-61 - [c22]Hyunsoo Lee, Haemin Lee, Soyi Jung, Joongheon Kim:
Stable Marriage Matching for Traffic-Aware Space-Air-Ground Integrated Networks: A Gale-Shapley Algorithmic Approach. ICOIN 2022: 474-477 - [c21]Sanghyon Park, Jaeyoon Park, Joongheon Kim, Soyi Jung:
Deep Reinforcement Learning for Complex Topography in Urban Aerial Mobility: Sensor-based Calibration and Visualization. ICTC 2022: 1201-1203 - [c20]Haemin Lee, Seok Bin Son, Won Joon Yun, Joongheon Kim, Soyi Jung, Dong Hwa Kim:
Spatio-Temporal Attack Course-of-Action (COA) Search Learning for Scalable and Time-Varying Networks. ICTC 2022: 1581-1584 - [c19]Seok Bin Son, Soohyun Park, Haemin Lee, Joongheon Kim, Soyi Jung, Dong Hwa Kim:
Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks. ICTC 2022: 1972-1975 - [c18]Soohyun Park, Minjae Yoo, Soyi Jung, Minseok Choi, Joongheon Kim:
Introduction to Secure Computing Methods in Unmanned Aerial Vehicles. ICUFN 2022: 239-241 - [c17]Youngkee Kim, Soyi Jung, Minseok Choi, Joongheon Kim:
Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification. ICUFN 2022: 363-365 - [c16]Hankyul Baek, Won Joon Yun, Yunseok Kwak, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks. INFOCOM 2022: 1729-1738 - [i33]Haemin Lee, Sean Soek-Chul Kwon, Soyi Jung, Joongheon Kim:
Neural Myerson Auction for Truthful and Energy-Efficient Autonomous Aerial Data Delivery. CoRR abs/2201.01170 (2022) - [i32]Won Joon Yun, Soohyun Park, Joongheon Kim, Myungjae Shin, Soyi Jung, David A. Mohaisen, Jae-Hyun Kim:
Cooperative Multi-Agent Deep Reinforcement Learning for Reliable Surveillance via Autonomous Multi-UAV Control. CoRR abs/2201.05843 (2022) - [i31]Yoo Jeong Ha, Gusang Lee, Minjae Yoo, Soyi Jung, Seehwan Yoo, Joongheon Kim:
Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset. CoRR abs/2202.10456 (2022) - [i30]Yunseok Kwak, Won Joon Yun, Jae Pyoung Kim, Hyunhee Cho, Minseok Choi, Soyi Jung, Joongheon Kim:
Quantum Heterogeneous Distributed Deep Learning Architectures: Models, Discussions, and Applications. CoRR abs/2202.11200 (2022) - [i29]Won Joon Yun, Yunseok Kwak, Jae Pyoung Kim, Hyunhee Cho, Soyi Jung, Jihong Park, Joongheon Kim:
Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design. CoRR abs/2203.10443 (2022) - [i28]Won Joon Yun, Yunseok Kwak, Hankyul Baek, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks. CoRR abs/2203.14094 (2022) - [i27]Soohyun Park, Soyi Jung, Minseok Choi, Joongheon Kim:
AoI-Aware Markov Decision Policies for Caching. CoRR abs/2204.13850 (2022) - [i26]Rhoan Lee, Soohyun Park, Soyi Jung, Joongheon Kim:
Quality-Aware Real-Time Augmented Reality Visualization under Delay Constraints. CoRR abs/2205.00407 (2022) - [i25]Seok Bin Son, Soohyun Park, Haemin Lee, Joongheon Kim, Soyi Jung, Donghwa Kim:
Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks. CoRR abs/2205.13763 (2022) - [i24]Youngkee Kim, Soyi Jung, Minseok Choi, Joongheon Kim:
Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification. CoRR abs/2206.02098 (2022) - [i23]Won Joon Yun, Jae Pyoung Kim, Soyi Jung, Jihong Park, Mehdi Bennis, Joongheon Kim:
Slimmable Quantum Federated Learning. CoRR abs/2207.10221 (2022) - [i22]Haemin Lee, Seok Bin Son, Won Joon Yun, Joongheon Kim, Soyi Jung, Dong Hwa Kim:
Spatio-Temporal Attack Course-of-Action (COA) Search Learning for Scalable and Time-Varying Networks. CoRR abs/2209.00862 (2022) - [i21]Chanyoung Park, Haemin Lee, Won Joon Yun, Soyi Jung, Carlos Cordeiro, Joongheon Kim:
Cooperative Multi-Agent Deep Reinforcement Learning for Reliable and Energy-Efficient Mobile Access via Multi-UAV Control. CoRR abs/2210.00945 (2022) - [i20]Soohyun Park, Chanyoung Park, Soyi Jung, Minseok Choi, Joongheon Kim:
Age-of-Information Aware Contents Caching and Distribution for Connected Vehicles. CoRR abs/2210.01536 (2022) - [i19]Hankyul Baek, Yoo Jeong Ha, Minjae Yoo, Soyi Jung, Joongheon Kim:
Neural Architectural Nonlinear Pre-Processing for mmWave Radar-based Human Gesture Perception. CoRR abs/2211.03502 (2022) - [i18]Chanyoung Park, Soohyun Park, Gyu Seon Kim, Soyi Jung, Jae-Hyun Kim, Joongheon Kim:
Multi-Agent Deep Reinforcement Learning for Efficient Passenger Delivery in Urban Air Mobility. CoRR abs/2211.06890 (2022) - [i17]Chanyoung Park, Jae Pyoung Kim, Won Joon Yun, Soyi Jung, Joongheon Kim:
Visual Simulation Software Demonstration for Quantum Multi-Drone Reinforcement Learning. CoRR abs/2211.15375 (2022) - [i16]Won Joon Yun, Jae Pyoung Kim, Hankyul Baek, Soyi Jung, Jihong Park, Mehdi Bennis, Joongheon Kim:
Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding. CoRR abs/2212.01732 (2022) - 2021
- [j11]Yoo Jeong Ha, Minjae Yoo, Gusang Lee, Soyi Jung, Sae Won Choi, Joongheon Kim, Seehwan Yoo:
Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies With COVID-19 CT, X-Ray, and Cholesterol Data. IEEE Access 9: 121046-121059 (2021) - [j10]Won Joon Yun, Soyi Jung, Joongheon Kim, Jae-Hyun Kim:
Distributed deep reinforcement learning for autonomous aerial eVTOL mobility in drone taxi applications. ICT Express 7(1): 1-4 (2021) - [j9]Kyeong-Rok Kim, Soyi Jung, Jae-Hyun Kim:
Adaptive speckle filtering for real-time computing in low earth orbit satellite synthetic aperture radar. ICT Express 7(2): 187-190 (2021) - [j8]Haemin Lee, Soyi Jung, Joongheon Kim:
Truthful electric vehicle charging via neural-architectural Myerson auction. ICT Express 7(2): 196-199 (2021) - [j7]Dohyun Kim, Soohyun Park, Joongheon Kim, Jae Young Bang, Soyi Jung:
Stabilized adaptive sampling control for reliable real-time learning-based surveillance systems. J. Commun. Networks 23(2): 129-137 (2021) - [j6]Soyi Jung, Joongheon Kim:
Adaptive and stabilized real-time super-resolution control for UAV-assisted smart harbor surveillance platforms. J. Real Time Image Process. 18(5): 1815-1825 (2021) - [j5]Soohyun Park, Soyi Jung, Haemin Lee, Joongheon Kim, Jae-Hyun Kim:
Large-Scale Water Quality Prediction Using Federated Sensing and Learning: A Case Study with Real-World Sensing Big-Data. Sensors 21(4): 1462 (2021) - [j4]Soyi Jung, Joongheon Kim, Jae-Hyun Kim:
Intelligent Active Queue Management for Stabilized QoS Guarantees in 5G Mobile Networks. IEEE Syst. J. 15(3): 4293-4302 (2021) - [j3]Soyi Jung, Won Joon Yun, Myungjae Shin, Joongheon Kim, Jae-Hyun Kim:
Orchestrated Scheduling and Multi-Agent Deep Reinforcement Learning for Cloud-Assisted Multi-UAV Charging Systems. IEEE Trans. Veh. Technol. 70(6): 5362-5377 (2021) - [j2]Soyi Jung, Joongheon Kim, Marco Levorato, Carlos Cordeiro, Jae-Hyun Kim:
Infrastructure-Assisted on-Driving Experience Sharing for Millimeter-Wave Connected Vehicles. IEEE Trans. Veh. Technol. 70(8): 7307-7321 (2021) - [c15]Joongheon Kim, Yunseok Kwak, Soyi Jung, Jae-Hyun Kim:
Quantum Scheduling for Millimeter-Wave Observation Satellite Constellation. APWCS 2021: 1-5 - [c14]Haemin Lee, Soyi Jung, Joongheon Kim:
Distributed and Autonomous Aerial Data Collection in Smart City Surveillance Applications. APWCS 2021: 1-3 - [c13]Joongheon Kim, Seunghoon Park, Soyi Jung, Seehwan Yoo:
Spatio-Temporal Split Learning. DSN (Supplements) 2021: 11-12 - [c12]Soyi Jung, Won Joon Yun, Joongheon Kim, Jae-Hyun Kim:
Infrastructure-Assisted Cooperative Multi-UAV Deep Reinforcement Energy Trading Learning for Big-Data Processing. ICOIN 2021: 159-162 - [c11]Won Joon Yun, Yoo Jeong Ha, Soyi Jung, Joongheon Kim:
Autonomous Aerial Mobility Learning for Drone-Taxi Flight Control. ICTC 2021: 329-332 - [c10]Yunseok Kwak, Won Joon Yun, Soyi Jung, Jong-Kook Kim, Joongheon Kim:
Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation. ICTC 2021: 416-420 - [c9]Youngkee Kim, Won Joon Yun, Youn Kyu Lee, Soyi Jung, Joongheon Kim:
Trends in Neural Architecture Search: Towards the Acceleration of Search. ICTC 2021: 421-424 - [c8]Yunseok Kwak, Won Joon Yun, Soyi Jung, Joongheon Kim:
Quantum Neural Networks: Concepts, Applications, and Challenges. ICUFN 2021: 413-416 - [c7]Yoo Jeong Ha, Minjae Yoo, Soohyun Park, Soyi Jung, Joongheon Kim:
Secure Aerial Surveillance using Split Learning. ICUFN 2021: 434-437 - [c6]Gusang Lee, Won Joon Yun, Soyi Jung, Joongheon Kim, Jae-Hyun Kim:
Visualization of Deep Reinforcement Autonomous Aerial Mobility Learning Simulations. INFOCOM Workshops 2021: 1-2 - [c5]Won Joon Yun, Byungju Lim, Soyi Jung, Young-Chai Ko, Jihong Park, Joongheon Kim, Mehdi Bennis:
Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication. ISWCS 2021: 1-6 - [i15]Gusang Lee, Won Joon Yun, Soyi Jung, Joongheon Kim, Jae-Hyun Kim:
Visualization of Deep Reinforcement Autonomous Aerial Mobility Learning Simulations. CoRR abs/2102.08761 (2021) - [i14]Won Joon Yun, Byungju Lim, Soyi Jung, Young-Chai Ko, Jihong Park, Joongheon Kim, Mehdi Bennis:
Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication. CoRR abs/2105.10716 (2021) - [i13]Yoo Jeong Ha, Minjae Yoo, Soohyun Park, Soyi Jung, Joongheon Kim:
Secure Aerial Surveillance using Split Learning. CoRR abs/2107.08628 (2021) - [i12]Joongheon Kim, Yunseok Kwak, Soyi Jung, Jae-Hyun Kim:
Quantum Scheduling for Millimeter-Wave Observation Satellite Constellation. CoRR abs/2108.00626 (2021) - [i11]Yunseok Kwak, Won Joon Yun, Soyi Jung, Joongheon Kim:
Quantum Neural Networks: Concepts, Applications, and Challenges. CoRR abs/2108.01468 (2021) - [i10]Joongheon Kim, Seunghoon Park, Soyi Jung, Seehwan Yoo:
Spatio-Temporal Split Learning. CoRR abs/2108.06309 (2021) - [i9]Yunseok Kwak, Won Joon Yun, Soyi Jung, Jong-Kook Kim, Joongheon Kim:
Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation. CoRR abs/2108.06849 (2021) - [i8]Youngkee Kim, Won Joon Yun, Youn Kyu Lee, Soyi Jung, Joongheon Kim:
Trends in Neural Architecture Search: Towards the Acceleration of Search. CoRR abs/2108.08474 (2021) - [i7]Yoo Jeong Ha, Minjae Yoo, Gusang Lee, Soyi Jung, Sae Won Choi, Joongheon Kim, Seehwan Yoo:
Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies with COVID-19 CT, X-Ray, and Cholesterol Data. CoRR abs/2108.10147 (2021) - [i6]Hyunsoo Lee, Haemin Lee, Soyi Jung, Joongheon Kim:
Stable Marriage Matching for Traffic-Aware Space-Air-Ground Integrated Networks: A Gale-Shapley Algorithmic Approach. CoRR abs/2110.08796 (2021) - [i5]Yoo Jeong Ha, Soyi Jung, Jae-Hyun Kim, Marco Levorato, Joongheon Kim:
Spatio-Temporal Split Learning for Autonomous Aerial Surveillance using Urban Air Mobility (UAM) Networks. CoRR abs/2111.11856 (2021) - [i4]Hankyul Baek, Won Joon Yun, Yunseok Kwak, Soyi Jung, Mingyue Ji, Mehdi Bennis, Jihong Park, Joongheon Kim:
Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks. CoRR abs/2112.02543 (2021) - [i3]Hankyul Baek, Won Joon Yun, Soyi Jung, Jihong Park, Mingyue Ji, Joongheon Kim, Mehdi Bennis:
Communication and Energy Efficient Slimmable Federated Learning via Superposition Coding and Successive Decoding. CoRR abs/2112.03267 (2021) - [i2]Haemin Lee, Hyunhee Cho, Soyi Jung, Joongheon Kim:
The Credibility Cryptocurrency Valuation: Statistical Learning Analysis for Influencer Tweets. CoRR abs/2112.08579 (2021) - [i1]Won Joon Yun, Myungjae Shin, Soyi Jung, Sean Soek-Chul Kwon, Joongheon Kim:
Parallelized and Randomized Adversarial Imitation Learning for Safety-Critical Self-Driving Vehicles. CoRR abs/2112.14710 (2021) - 2020
- [c4]Soyi Jung, Peng Yang, Tony Q. S. Quek, Jae-Hyun Kim:
Belief Propagation based Scheduling for Energy Efficient Multi-drone Monitoring System. ICTC 2020: 261-263
2010 – 2019
- 2019
- [j1]So-Yi Jung, Sung-Hyung Lee, Jae-Hyun Kim:
Reliability Control Framework for Random Access of Massive IoT Devices. IEEE Access 7: 49928-49937 (2019) - [c3]So-Yi Jung, Hye-Rim Cheon, Jae-Hyun Kim:
Reducing Consecutive Collisions in Sensing Based Semi Persistent Scheduling for Cellular-V2X. VTC Fall 2019: 1-5 - 2018
- [c2]Sung-Hyung Lee, So-Yi Jung, Jae-Hyun Kim:
Adaptive resource allocation and congestion control algorithm for massive devices in LTE-A. WCNC 2018: 1-6 - 2017
- [c1]Seung-Su Yoo, Sung-Hyung Lee, So-Yi Jung, Jae-Hyun Kim:
Performance evaluation of random access response estimation scheme for IoT communications. ICC 2017: 1-6