[Under Review]
Seoyun Park, Myoungjun Kim, Yeeun Ma, Dong Ho Kim, Cheolwoo You, Jin-Hyun Ahn, “Proactive Communication, Computing, and Caching(P3C): A Novel Method for MEC-Based 360° Mobile VR Video Streaming,” IEEE Transactions on Multimedia.
[Journal]
[1] Jin-Hyun Ahn, Joonhyuk Kang, and Dong-Min Seol, “Positioning Method of Mobile Nodes Supported by Anchors Outside of Walls,” The Journal of Korean Institute of Communications and Information Sciences, vol. 44, no. 10, pp. 1905 – 1914, Oct. 2019.
[2] Honggu Kang, Jingon Joung, Jin-Hyun Ahn, and Joonhyuk Kang, “Secrecy-Aware Altitude Optimization for Quasistatic UAV Base Station Without Eavesdropper Lo- cation Information”, IEEE Commun. Lett., vol. 23, no. 5, pp. 851 - 854, May 2019.
[3] Jin-Hyun Ahn, Wan Choi, and Joonhyuk Kang, “Improved Closed-form Bounds on Interference Distribution and Coverage Probability in Cellular Networks,” IEEE trans. Communication, vol. 69, no. 9, pp. 6281-6295, Sep. 2021.
[4] Jin-Hyun Ahn, Mehid Bennis, and Joonhyuk Kang, “Model Compression via Pat- tern Shared Sparsification in Analog Federated Learning under Communication Con- straints,” IEEE trans. Green Communications and Networking, vol. 7, no. 1, pp. 298- 312, Jul. 2022.
[5] Youngjoon Lee, Sangwoo Park, Jin-Hyun Ahn, and Joonhyuk Kang, “Accelerated Federated Learning via Greedy Aggregation”, IEEE Commun. Lett., vol. 26, no. 12, pp. 2919 - 2923, Sep. 2022.
[6] Jin-Hyun Ahn, Ga-Yeon Kim, Dong Ho Kim, and Cheolwoo You, ‘Model Compres- sion by Count-Sketch for Over-the-Air Stateless Federated Learning,” IEEE Internet of Things Journal, vol. 7, no. 1, pp. 21689 - 21703, Jun. 2024.
[7] Jin-Hyun Ahn, Yeeun Ma, Seoyun Park, and Cheolwoo You, "Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning," IEEE Access, vol. 12, pp. 39261 - 39269, Mar. 2024.
[8] Somin Park, Minji Choi, Jin-Hyun Ahn, Dong Ho Kim, Cheolwoo You, "AAMS: Application-Aware MCS Selection With Mode Switching for QoE-Driven Large-Scale Media Transmission in 6G Mobile Networks," IEEEE Access (2025)
[9] Minji Choi, Somin Park, Jin-Hyun Ahn, Dong Ho Kim, Cheolwoo You, "ARMC-RL: Adaptive Caching with Reinforcement Learning for Efficient 360° Video Streaming in Edge Networks." IEEE Access (2025).
[Domestic Conference]
[1] 박서윤, 김명준, 유철우, 안진현, "Channel-Aware MEC Optimization for Low-Latency Mobile 360 Video Streaming using Reinforcement Learning" (2023 한국방송미디어공학회 추계학술대회)
[2] 안진현, 마예은, 박서윤, 유철우 "연합학습을 위한 액티브 러닝 기법" (2024 한국통신학회 동계종합학술발표회)
[3] 박서윤, 마예은, 김명준, 안진현, "ADWQ: 활성화 분포를 반영한 LLM 가중치 양자화" (2025 한국통신학회 추계종합학술발표회)
[4] 김명준, 박서윤, 마예은, 안진현, "AdaLoRA의 스코어 함수 변형을 통한 파라미터 효율적 미세조정 성능 향상 연구" (2025 한국통신학회 추계종합학술발표회)
[5] 마예은, 김명준, 박서윤, 안진현, "SVD 기반 LLM 경량화에서 Adaptive LoRA 적용을 통한 성능 분석 연구" (2025 한국통신학회 추계종합학술발표회)
[International Conference]
[1] Jin-Hyun Ahn, Osvaldo Simeone, and Joonhyuk Kang, “Cooperative Learning Via Federated Distillation Over Fading Channels,” in Proc. IEEE International Confer- ence on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, May 2020.
[2] Jin-Hyun Ahn, Osvaldo Simeone, and Joonhyuk Kang, “Wireless Federated Dis- tillation for Distributed Edge Learning with Heterogeneous Data,” in Proc. IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Istanbul, Turkey Sep. 2019.
[3] Jin-Hyun Ahn, Tae-Kyung Sung, JoonGoo Park, Kwang-Eog Lee and Joonhyuk Kang, “Analysis of Stability and Delay in Random-Access Network Modeled by Pois- son Point Process with Queueing Theory,” in Proc. IEEE Annual International Con- ference on Signal Processing and Communication Systems (ICSPCS) 2017, Gold Coast, QLD, Australia, Dec. 2017.
[4] Chanho Park, Jin-Hyun Ahn, and Joonhyuk Kang, “Gradient Compression via Count-Sketch for Analog Federated Learning,” in Proc. IEEE Military Communica- tions Conference (MILCOM), San Diego, CA, USA, Nov. 2021.
[5] Sangwoo Park, Jin-Hyun Ahn, Seungwon Lee, and lickho Song, “Full-Duplex Com- munication in Cooperative Cognitive Radio Networks: Preliminary results,” in Proc. IEEE Sarnoff Symposium, Newark, NJ, USA, Sep. 2016.
[6] Sangwoo Park, Seungwon Lee, lickho Song, and Jin-Hyun Ahn, “Effect of Simul- taneous Transmit and Receive Antennas on Cooperative Cognitive Radio Networks,” in Proc. IEEE MWSCAS, Abu Dhabi, UAE, Oct. 2016.
[7] Wanjik Kim, Jin-Hyun Ahn, Honggu Kang, and Joonhyuk Kang, “Experiment of DOA Estimation Using MIMO SDR at 2.4GHz Frequency Band,” in Proc. Korean Institute of Communications and Information Sciences (KICS), pp. 481-482, Nov. 2018
[8] Sanghyuk Kim, Youngsu Jang, Jin-Hyun Ahn, and Joonhyuk Kang, “Subspace- Based Blind Channel Estimation in MIMO Environment,” in Proc. Korean Institute of Communications and Information Sciences (KICS), pp. 267-268, Jun. 2018.
[Patent]
[1] Jin-Hyun Ahn, and Cheolwoo You, “System and Method of Performing Federated Learning Using Count-Sketch Algorithm,” 2024-02-23 / 10-2024-0027055
[2] Jin-Hyun Ahn, “System and Method of Performing Federated Learning for Sharing Sparsification Pattern,” 2023-07-05 / 10-2023-0087155
[3] Joonhyuk Kang, Jin-Hyun Ahn, Dong-Min Seol, Jae-Wook Lim, and Sung-Moon Chung, “Indoor positioning apparatus and method,” 2021-03-30 / 1022363040000
[4] Joonhyuk Kang, and Jin-Hyun Ahn, “Wireless Edge Learning System with Commu- nication Protocol for Wireless Implementation of Federated Distillation,” 2021-03-18 / 10-2021-0035273
[5] Minho Park, joongWon Choi, Kwangeog Lee, Subin Eum, Bongsu Noh, Honggu Kang, Jin-Hyun Ahn, Donggu Kim, Wanjik Kim, and Joonhyuk Kang, “Apparatus and Method for Controlling Performance of Receiver for Sub-Device in MIMO Cognitive Radio Systems,” 2020-12-11 / 1021925640000