Publications
*corresponding author
In Review
[R3] Semantic Communications for Partially Observable Multi-Agent Reinforcement Learning-Based Unmanned Aerial Vehicles Monitoring System
Tiange Xiang, Minseok Choi*, Seungwoo Seo, and Sungwon Yi
(submitted) ACM Mobihoc 2024
[R2] Edge-AI over the Network; The Roles of End-Users and Server for Joint Training and Inference Design
Dong-Jun Han, Minseok Choi*, Do-Yeon Kim, Jaekyun Moon, and Christopher G. Brinton
(submitted) IEEE Network
[R1] Farthest Agent Selection with Episode-Wise Observations for Real-Time Multi-Agent Reinforcement Learning Applications
Hyeonsu Lee, Soohyun Park, Minseok Choi, and Joongheon Kim
(submitted) IEEE Access
Book Chapter
[B1] Fundamentals of 6G Communications and Networking, Chapter "Network Disaggregation"
Soohyun Park, Chanyoung Park, Jae Pyoung Kim, Minseok Choi, and Joongheon Kim
Springer
Journals
[J29] Multi-Operator Spectrum and MEC Resource Sharing in Next Generation Cellular Networks
Tahira Mahboob, Syed Tariq Shah, Sang-Hyo Kim, Minseok Choi, and Min Young Chung
IEEE Access, accepted
[J28] Joint Quantum Reinforcement Learning and Stabilized Control for Human-Centric Spatio-Temporal Coordination in Metaverse
Soohyun Park, Jaehyun Chung, Chanyoung Park, Soyi Jung*, Minseok Choi*, and Joongheon Kim*
IEEE Transactions on Mobile Computing (TMC), accepted
[J27] Caching, Transcoding, Delivery, and Learning for Advanced Video Streaming Services
Minseok Choi, Tiange Xiang, Hyelee Lim, Yunoh Kim, Minkyun Ahn, Sunghun Oh, and Hyeonsu Kim
ICT Express, accepted
[J26] Edge Caching and Computing of Partial Files in Multi-Tier Wireless Networks [ link ]
Dongjae Kim, Minseok Choi*, and Dong-Wook Seo
Elsevier Journal of Network and Computer Applications (JNCA), vol. 226, 103889, 2024.
(IF: 8.7, JCR Top 2.3%)
[J25] Age-of-Information Aware Contents Caching and Distribution for Connected Vehicles [ link ]
Soohyun Park, Chanyoung Park, Soyi Jung*, Minseok Choi*, and Joongheon Kim*
IEEE Transactions on Vehicular Technology (TVT), Early Access
(IF: 6.8, JCR Top 14%)
[J24] Intelligent Caching for Seamless High-Quality Streaming in Vehicular Networks: A Multi-Agent Reinforcement Learning Approach [ link ]
Minseok Choi, Tiange Xiang and Joongheon Kim
IEEE Transactions on Intelligent Vehicles (TIV), vol. 9, no. 2, pp. 3672-3686, Feb. 2024.
(IF: 8.2, JCR Top 9.6%)
[J23] Federated Split Learning with Joint Personalization-Generalization for Inference-Stage Optimization in Wireless Edge Networks [ link ]
Dong-Jun Han, Do-Yeon Kim, Minseok Choi*, Jaekyun Moon, Mung Chiang, and Christopher G. Brinton
IEEE Transactions on Mobile Computing (TMC), vol. 23, no. 6, pp. 7048-7065, June 2024.
(IF: 7.9, JCR Top 9.2%)
[J22] Joint Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming Using Adaptive Super-Resolution [ link ]
Minseok Choi, Won-Joon Yun, Seok Bin Son, Soohyun Park, and Joongheon Kim
IEEE Transactions on Green Communications and Networking, vol. 8, no. 1, pp. 103-117, Mar. 2024.
[J21] Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes [ link ]
Soohyun Park, Haemin Lee, Chanyoung Park, Soyi Jung*, Minseok Choi*, and Joongheon Kim*
ETRI Journal (Wiley), 45, 735-745, 2023. (Invited Article)
[J20] SWIPT-enabled NOMA in Distributed Antenna System with Imperfect Channel State Information for Max-Sum-Rate and Max-Min Fairness [ link ]
Dongjae Kim, Minseok Choi*, and Dong-Wook Seo*
IEEE Systems Journal, vol. 17, no. 4, pp 5660-5670, Dec. 2023.
[J19] Optimal Power Allocation and Power Splitting Ratio Assignments for SWIPT-Enabled Orthogonal Multiple Access with Distributed Antenna System [ link ]
Dongjae Kim, Minseok Choi*, and Dong-Wook Seo*
Electronics, 2023, 12(9).
[J18] Energy-Efficient Power Allocations and Power Splitting for Simultaneous Wireless Information and Power Transfer - Nonorthogonal Multiple Access
in Distributed Antenna Systems [ link ]
Dongjae Kim, Minseok Choi*, and Dong-Wook Seo*
IEEE Transactions on Industrial Informatics (TII), vol. 19, no. 7, July 2023.
(IF: 12.3, JCR Top 2.3%)
[J17] Quantum Distributed Deep Learning Architectures: Models, Discussions, and Applications [ link ]
Yunseok Kwak, Won Joon Yun, Jae Pyoung Kim, Hyunhee Cho, Jihong Park, Minseok Choi*, Soyi Jung* and Joongheon Kim*
ICT Express, Open Access, Aug. 2022.
[J16] Impacts of Device Caching of Content Fractions on Expected Content Quality [ link ]
Dongjae Kim and Minseok Choi*
IEEE Wireless Communications Letters (WCL), vol. 11, no. 5, pp. 1022-1026, May 2022.
[J15] Quality-Aware Deep Reinforcement Learning for Streaming in Infrastructure-Assisted Connected Vehicles [ link ]
Won-Joon Yun, Dohyun Kwon, Minseok Choi*, Joongheon Kim, Giuseppe Caire, and Andreas F. Molisch
IEEE Transactions on Vehicular Technology (TVT), vol. 71, no. 2, pp. 2002-2017, Feb. 2022.
[J14] FedMes: Speeding Up Federated Learning with Multiple Edge Servers [ link ]
Dong-Jun Han, Minseok Choi*, Jungwuk Park, and Jaekyun Moon
IEEE Journal on Selected Areas in Communications (JSAC), vol. 39, no. 12, pp. 3870-3885, Dec. 2021.
[J13] Joint Mobile Charging and Coverage-Time Extension for Unmanned Aerial Vehicles [ link ]
Soohyun Park, Won-Yong Shin*, Minseok Choi* and Joongheon Kim*
IEEE Access, vol. 9, pp.94053-94063, June 2021.
[J12] Non-Orthogonal Multiple Access in Distributed Antenna Systems for Max-Min Fairness and Max-Sum-Rate [ link ]
Dongjae Kim and Minseok Choi*
IEEE Access, vol. 9, pp.69467-69480, May 2021.
[J11] Dynamic Video Delivery using Deep Reinforcement Learning for Device-to-Device Underlaid Internet-of-Vehicle Caching Networks [ link ]
Minseok Choi, Myungjae Shin, and Joongheon Kim
IEEE/KICS Journal of Communications and Networks, vol. 23, no. 2, pp. 117-128, April 2021.
[J10] Probabilistic Caching and Dynamic Delivery Policies for Categorized Contents and Consecutive User Demands [ link ]
Minseok Choi, Andreas F. Molisch, Dong-Jun Han, Dongjae Kim, Joongheon Kim, and Jaekyun Moon
IEEE Transactions on Wireless Communications (TWC), vol. 20, no. 4, pp. 2685-2699, April 2021.
[J9] Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks [ link ]
Minseok Choi, Andreas F. Molisch, and Joongheon Kim
IEEE Transactions on Wireless Communications (TWC), vol. 19, no. 12, pp. 7810-7824, Dec. 2020.
(Won the IEEE MMTC 2021 Best Journal Paper Award)
[J8] Optimal User Selection for High-Performance and Stabilized Energy-Efficient Federated Learning Platforms [ link ]
Joohyung Jeon, Soohyun Park, Minseok Choi, Joongheon Kim, Young-Bin Kwon, and Sungrae Cho
Electronics, August 2020, 9, 1359.
[J7] Blind Signal Classification Analysis and Impact on User Pairing and Power Allocation in Nonorthogonal Multiple Access [ link ]
Minseok Choi and Joongheon Kim
IEEE Access, vol. 8, pp. 100916-100929, June 2020.
[J6] Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks [ link ]
Minseok Choi, Albert No, Mingyue Ji and Joongheon Kim
IEEE Transactions on Wireless Communications (TWC), vol. 18, no. 12, pp. 5705-5718, Dec. 2019.
[J5] Blind Signal Classification for Non-Orthogonal Multiple Access in Vehicular Networks [ link ]
Minseok Choi, Daejung Yoon and Joongheon Kim
IEEE Transactions on Vehicular Technology (TVT), vol. 68, no. 10, pp. 9722-9734, Oct. 2019.
[J4] Dynamic Power Allocation and User Scheduling for Power-Efficient and Delay-Constrained Multiple Access Networks [ link ]
Minseok Choi, Joongheon Kim and Jaekyun Moon
IEEE Transactions on Wireless Communications (TWC), vol. 18, no. 10, pp. 4846-4858, Oct. 2019.
[J3] Bi-Directional Cooperative NOMA Without Full CSIT [ link ]
Minseok Choi, Dong-Jun Han and Jaekyun Moon
IEEE Transactions on Wireless Communications (TWC), vol. 17, no. 11, pp. 7515-7527, November 2018.
[J2] Wireless Video Caching and Dynamic Streaming Under Differentiated Quality Requirements [ link ]
Minseok Choi, Joongheon Kim and Jaekyun Moon
IEEE Journal on Selected Areas in Communications (JSAC), vol. 36, no. 6, pp. 1245-1257, June 2018.
[J1] Adaptive Detector Selection for Queue-Stable Word Error Rate Minimization in Connected Vehicle Receiver Design [ link ]
Minseok Choi, Joongheon Kim and Jaekyun Moon
IEEE Transactions on Vehicular Technology (TVT), vol. 67, no. 4, pp. 3635-3639, April 2018.
Conference Papers
[C18] Proactive Content Caching via Interplay Between Deep Learning and Stochastic Optimization
Yongmoon Park, Kyungtae Lee, Minseok Choi* and Yeongjin Kim*
2024 IEEE 21st International Conference on Mobile Ad Hoc and Smart Systems (MASS).
[C17] Federated Learning with Variational Autoencoder for Popularity Profile Prediction
Minkyun Ahn and Minseok Choi
International Conference on ICT Convergence 2023 (ICTC 2023).
[C16] Hierarchical Video Caching and Transcoding for Delay-Constrained Content Delivery [ link ]
Dongjae Kim, Minseok Choi, and Dong-Wook Seo
IEEE ICC 2023 - IEEE International Conference on Communications
[C15] SplitGP: Achieving Both Generalization and Personalization in Federated Learning [ link ]
Dong-Jun Han, Do-Yeon Kim, Minseok Choi*, Christopher G. Brinton, and Jaekyun Moon
IEEE INFOCOM 2023 - IEEE Conference on Computer Communications
[C14] Distributed Antenna System-Assisted Energy Efficient SWIPT with Orthogonal Multiple Access
Dongjae Kim and Minseok Choi
International Conference on ICT Convergence 2022 (ICTC 2022).
(Won the ICTC 2021 Best Journal Paper Award)
[C13] Cooperative Video Quality Adaptation for Delay-Sensitive Dynamic Streaming using Adaptive Super-Resolution [ link ]
Minseok Choi, Won Joon Yun, and Joongheon Kim
The 20th International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (WiOpt),
Caching, Computing and Delivery in Wireless Networks Workshop (CCDWN) 2022
[C12] AoI-Aware Markov Decision Policies for Caching [ link ]
Soohyun Park, Soyi Jung, Minseok Choi, and Joongheon Kim
IEEE ICDCS Ph.D. Student Symposium
[C11] Survey on Reinforcement Learning Approaches for Cache-Assisted Video Streaming System [ link ]
Minseok Choi
International Conference on Information Networking (ICOIN) 2022
[C10] Sageflow: Robust Federated Learning against Both Stragglers and Adversaries [ link ]
Jungwuk Park, Dong-Jun Han, Minseok Choi, and Jaekyun Moon
Neural Information Processing Systems (NeurIPS) 2021.
[C9] Handling Both Stragglers and Adversaries for Robust Federated Learning
Jungwuk Park*, Dong-Jun Han*, Minseok Choi, and Jaekyun Moon
ICML Workshop on Federated Learning for User Privacy and Data Confidentiality, July, 2021.
[C8] Sum-Rate Maximization of Nonorthogonal Multiple Access with Distributed Antenna Systems
Minseok Choi
International Conference on Information Networking (ICOIN) 2021.
[C7] Dynamic Video Streaming Techniques in Cache-Enabled Vehicular Networks
Minseok Choi
International Conference on Information Networking (ICOIN) 2021.
[C6] Video Placements and Dynamic Streaming Services in Wireless Caching Networks [ link ]
Minseok Choi and Joongheon Kim
International Conference on ICT Convergence 2020 (ICTC 2020).
[C5] User Scheduling and Power Allocation for Content Delivery in Caching Helper Networks [ link ]
Minseok Choi, Andreas F. Molisch and Joongheon Kim
IEEE International Conference on Communications (ICC), 2020.
[C4] Cache Allocations for Consecutive Requests of Categorized Contents: Service Provider's Perspective [ link ]
Minseok Choi, Andreas F. Molisch, Dong-Jun Han, Joongheon Kim and Jaekyun Moon
IEEE Wireless Communications and Networking Conference (WCNC), 2020.
[C3] PriMO-5G: making firefighting smarter with immersive videos through 5G [ link ]
Ki Won Sung, Edward Mutafungwa, Riku Jantti, Minseok Choi, et al.
2019 IEEE 2nd 5G World Forum (5GWF), Dresden, Germany, 2019, pp. 280-285.
[C2] Probabilistic Caching Policy for Categorized Contents and Consecutive User Demands [ link ]
Minseok Choi, Dongjae Kim, Dong-Jun Han, Joongheon Kim and Jaekyun Moon
IEEE International Conference on Communications (ICC), Shanghai, Feb. 2019.
[C1] A Study on the Analysis and Performance Comparisons of Asynchronism Sensitivity of New Waveform Candidates for 5G
Minseok Choi and Jaekyun Moon
The Korean Institute of Communications and Information Sciences (KICS), Jan. 2016, pp. 287-288