Research

Selected Journal papers

  • In preparation / Under revision

    • J. Park, J. Lee, J.-M. Kang, and S. Yun*, “DPRIMO-FL: Differentially Private MIMO Over-the-Air Federated Learning,” IEEE Internet of Things Journal, in preparation, 2026.
  • Accepted / To appear

    • [J34] V. Palakonda, S. Ghorbanpour, S. Yun, I.-M. Kim, J.-M. Kang*, and S. Moon*, “A Comprehensive Survey on Symbolic Regression: State-of-the-Art Approaches, Key Applications, Benchmark Evaluations, and Future Research Directions,” Archives of Computational Methods in Engineering, accepted, 2026.
  • Published

    [J33] J. Lee, J. Park, and S. Yun*, “Statistical Indistinguishability in Multi-user Covert Communications without Secret Information,” Mathematics, vol. 14, no. 7, pp. 1–24, Apr. 2026.

    [J32] S. S. A. Shah, F. Saeed, M. U. Raza, A. Rehman, M. Shaheryar, I.-M. Kim, S. Yun*, and J.-M. Kang*, “PlantCLR: contrastive self-supervised pretraining for generalizable plant disease detection,” Scientific Reports, vol. 16, pp. 1–16, Mar. 2026.

    [J31] J.-M. Kang, S. Yun*, and I.-M. Kim*, “DeepQ-MIMO: A Deep-Learned Quantum MIMO System With Rydberg Atomic Receiver in IoT,” IEEE Internet of Things Journal, vol. 13, no. 6, Mar. 2026.

    [J30] R. Juraev, I.-M. Kim, S. Yun*, and J.-M. Kang*, “Efficient medical image segmentation using RepSegNet lightweight reparameterized neural network,” Scientific Reports, vol. 16, pp. 1–15, Jan. 2026.

    [J29] J. Jeong and S. Yun*, “Intersatellite Cooperation for Early Preamble Collision Detection in NTN IoT Random Access,” IEEE Transactions on Aerospace and Electronic Systems, vol. 62, pp. 2151–2165, Feb. 2026.

    [J28] M. Sung, I.-M. Kim, S. Yun*, and J.-M. Kang*, “H2-Cache: A Novel Hierarchical Dual-Stage Cache for High-Performance Acceleration of Generative Diffusion Models,” IEEE Open Journal of the Computer Society, vol. 7, pp. 69–79, Jan. 2026.

    [J27] J.-M. Kang, S. Yun*, and I.-M. Kim*, “CaMPASS-Net: A Deep Learning Framework on Capacity Maximization for MIMO Pinching Antenna Systems in IoT,” IEEE Internet of Things Journal, vol. 11, no. 21, pp. 45917–45920, Nov. 2025.

    [J26] M. Sung, M.-G. Gong, S.-J. Ham, I.-M. Kim, S. Yun*, and J.-M. Kang*, “A Novel VLM-Guided Diffusion Model for Remote Sensing Image Super-Resolution,” IEEE Geoscience and Remote Sensing Letters, vol. 22, pp. 7509505, Sept. 2025.

    [J25] M. Sung, V. Palakonda, I.-M. Kim, S. Yun*, and J.-M. Kang*, “DeCo-MeSC: Deep Compression-Based Memory-Constrained Split Computing Framework for Cooperative Inference of Neural Network,” IEEE Transactions on Vehicular Technology, vol. 74, no. 8, pp. 13319–13324, Aug. 2025.

    [J24] J.-M. Kang and S. Yun*, “Worst-Case Robust Training Design for Correlated MIMO Channels in the Presence of Colored Interference,” Mathematics, vol. 13, no. 13, pp. 1–24, July 2025.

    [J23] F. Sultonov, S. Yun*, J.-M. Kang*, “Corrections to “DASK-Net: A Lightweight Dual Attention Selective Kernel Network for Efficient Dense Prediction in Remote Sensing Imagery,”” IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1–2, June 2025.

    [J22] S. Ha, M. Sung, F. Saeed, S. Yun, I.-M. Kim, and J.-M. Kang*, “Generative Diffusion Model-Based Deep Learning Framework for Remaining Useful Life Prediction,” IEEE Internet of Things Journal, vol. 12, no. 11, pp. 18431–18434, June 2025.

    [J21] F. Sultonov, S. Yun*, J.-M. Kang*, “DASK-Net: A Lightweight Dual Attention Selective Kernel Network for Efficient Dense Prediction in Remote Sensing Imagery,” IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1–16, May 2025.

    [J20] C.-W. Park, V. Palakonda, S. Yun, I.-M. Kim, and J.-M. Kang*, “OCR-Diff: A Two-Stage Deep Learning Framework for Optical Character Recognition Using Diffusion Model in Industrial Internet-of-Things,” IEEE Internet of Things Journal, vol. 11, no. 15, pp. 25997–26000, Aug. 2024.

    [J19] J. Park, S. Yun, J. Ha*, “Secure power control for downlink cell-free massive MIMO with passive eavesdroppers,” IEEE Transactions on Vehicular Technology, vol. 73, no. 6, pp. 9038–9043, June 2024.

    [J18] J. Park, S. Yun, J. Ha*, “Downlink cell-free massive MIMO with pilot contamination,” IEEE Transactions on Vehicular Technology, vol. 73, no. 1, pp. 1412–1417, Jan. 2024.

    [J17] Y. Shin, V. Palakonda, S. Yun, I.-M. Kim, S.-G. Kim, S.-M. Park, and J.-M. Kang*, “RandMixAugment: A Novel Unified Technique for Region-and Image-Level Data Augmentations,” IEEE Access, vol. 12, pp. 8187–8197, Jan. 2023.

    [J16] A. Motamedi, S. Yun, Y. Ge, and I.-M. Kim*, “Redundancy Management in Federated Learning for Fast Communication,” IEEE Transactions on Communications, vol. 71, no. 11, pp. 6332–6347, Nov. 2023.

    [J15] S.-H. Kang, V. Palakonda, I.-M. Kim, J.-M. Kang, and S. Yun*, “Enhanced Non-Maximum Suppression for the Detection of Steel Surface Defects,” Mathematics, vol. 11, no. 18, pp. 1–14, Sept. 2023.

    [J14] S. Yun, W. Choi, and I.-M. Kim*, “Cooperative inference of DNNs for delay- and memory-constrained wireless IoT systems,” IEEE Internet of Things Journal, vol. 9, no. 17, pp. 16113–16127, Sept. 2022.

    [J13] S. Li, F. Sultonov, J. Tursunboev, S. Yun, and J.-M. Kang*, “Ghostformer: A GhostNet-Based Two-Stage Transformer for Small Object Detection,” Sensors, vol. 22, no. 18, pp. 1–9, Sept. 2022.

    [J12] H. A. Shah, F. Saeed, S. Yun, A Paul, and J.-M. Kang*, “A robust approach for brain tumor detection in magnetic resonance images using finetuned efficientnet,” IEEE Access, vol. 10, pp. 65426–65438, June 2022.

    [J11] J. Lee, S. Yun, I.-M. Kim, and J. Ha*, “Deep neural network-based precoder for fairness aware secure NOMA scheme,” IEEE Transactions on Vehicular Technology, vol. 71, no. 5, pp. 5615–5620, May 2022.

    [J10] J.-M. Kang, S. Yun, I.-M. Kim, and H. Jung*, “MSE-based joint transceiver and passive beamforming design for intelligent reflecting surface-aided MIMO systems,” IEEE Wireless Communications Letters, vol. 11, no. 3, pp. 622–626, March 2022.

    [J9] J. M. Nilsen, J.-H. Park, S. Yun, J.-M. Kang*, and H. Jung*, “Competing miners: A synergetic solution for combining blockchain and edge computing in unmanned aerial vehicle networks,” Applied Science, vol. 12, no. 5, pp. 1–18, March 2022.

    [J8] F. Sultonov, J.-H. Park, S. Yun, D.-W. Lim, and J.-M. Kang*, “Mixer U-Net: An improved automatic road extraction from UAV imagery,” Applied Science, vol. 12, no. 4, pp. 1–16, Feb. 2022.

    [J7] S. Yun, J.-M. Kang, J. Ha, S. Lee, D.-W. Ryu, J. Kwon, and I.-M. Kim*, “Deep learning-based Ground vibration monitoring: Reinforcement learning and RNN-CNN approach,” IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 7502905, Jan. 2022.

    [J6] S. Yun, J.-M. Kang, and I.-M. Kim*, “Cooperative inference of DNNs over noisy wireless channels,” IEEE Transactions on Vehicular Technology, vol. 70, no. 8, pp. 8298–8303, Aug. 2021.

    [J5] M. K. Nori, S. Yun, and I.-M. Kim*, “Fast federated learning by balancing communication trade-offs,” IEEE Transactions on Communications, vol. 69, no. 8, pp. 5168–5182, Aug. 2021.

    [J4] S. Yun, J.-M. Kang, I.-M. Kim, and J. Ha*, “Deep artificial noise: Deep learning-based precoding optimization for artificial noise scheme,” IEEE Transactions on Vehicular Technology, vol. 69, no. 3, pp. 3465–3469, March 2020.

    [J3] J. Park, S. Yun, I.-M. Kim, and J. Ha*, “Secure communications with a full-duplex relay network under residual self-interference,” IEEE Communications Letters, vol. 24, no. 3, pp. 496–500, Mar. 2020.

    [J2] S. Yun, I.-M. Kim, and J. Ha*, “Artificial noise scheme for correlated MISO wiretap channels,” IEEE Transactions on Vehicular Technology, vol. 68, no. 9, pp. 9323–9327, Sept. 2019.

    [J1] S. Yun, S. Im, I.-M. Kim, and J. Ha*, “On the secrecy rate and optimal power allocation for artificial noise assisted MIMOME channels,” IEEE Transactions on Vehicular Technology, vol.67, no. 4, pp. 3098–3113, April 2018.

International Conference papers

  • Published

    [C13] F. Saeed, D. Park, S. S. A. Shah, Junbeom Lee, Abdul Rehman, Jae-Mo Kang, Il-Min Kim, Sangseok Yun, Sunghwan Moon, “Secure and Privacy-Preserving Intrusion Detection in Wireless Sensor Networks via Perturbation Adversarial Training,” in Proc. the 41st ACM/SIGAPP Symposium on Applied Computing, Thessaloniki, Greece · March 2026.

    [C12] M. Ko, S. Yun, J. Park, and J. Ha, “Artificial-noise-aided Secure Beamforming in Full-duplex Wireless-powered Relay,” in Proc. IEEE Wireless Communications and Networking Conference (WCNC), Barcelona, Spain, April 2018.

    [C11] J. Park, S. Yun, and J. Ha, “Secure Full-Duplex Relay Network using Cooperative Jamming,” in Proc. IEEE International Conference on Information and Communication Technology Convergence, Jeju, Korea, Oct. 2017.

    [C10] M. Ko, S. Yun, and J. Ha, “Resource Allocation Scheme for Wireless Powered Wiretap Channel,” in Proc. IEEE International Conference on Information and Communication Technology Convergence, Jeju, Korea, Oct. 2017.

    [C9] S. Yun, J. Park, S. Im, and J. Ha, “On The Secrecy Rate of Artificial Noise Assisted MIMOME Channels with Full-duplex Receiver,” in Proc. IEEE Wireless Communications and Networking Conference (WCNC), San Francisco, USA, March 2017.

    [C8] J. Park, S. Yun, and J. Ha, “Detection of Pilot Contamination Attack in the MU-MISOME Broadcast Channels,” in Proc. IEEE International Conference on Information and Communication Technology Convergence, Jeju, Korea, Oct. 2016.

    [C7] S. Yun, J. Ha, and B.-J. Kwak, “Robustness of Biologically Inspired Pulse-coupled Synchronization against Static Attacks,” in Proc. IEEE Global Communications Conference (Globecom), San Diego, USA, Dec. 2015.

    [C6] S. Yun, J. Baek, S. Im, and J. Ha, “Secure Code Design for Near Field Communications,” in Proc. IEEE International Conference on Information and Communication Technology Convergence, Busan, Korea, Oct. 2014.

    [C5] W. Shin, J. B. Lim, W. Noh, K.-H. Jang, S. Yun, J. Baek, and J. Ha, “A Real-time Implementation of Interference Neutralization for Multi-source Multi-hop Wireless Networks,” in Proc. IEEE International Conference on Consumer Electronics (ICCE), Las Vegas, USA, Jan. 2014.

    [C4] Y.-I. Kim, S. Yun, K.-S. Lee, W. Ryu, and H. J. Lee, “Dynamic MBS Zone Configuration Based on Contents Characteristics,” in Proc. IEEE International Conference on Advanced Communication Technology, PyeongChang, Korea, Feb. 2012.

    [C3] S. Yun, D. C. Park, Y.-I. Kim, and S. C. Kim, “Overlapped Fractional Frequency Reuse for Mobile WiMAX,” in Proc. International Conference on Electronics, Biomedical Engineering and Its Applications, Dubai, UAE, Jan. 2012.

    [C2] D. C. Park, S. Yun, S. C. Kim, W. Shin, H. Kim, and K. Lim, “Distributed Data Scheduling for OFDMA-Based Wireless Mesh Networks,” in Proc. IEEE Military Communications Conference (MILCOM), Baltimore, USA, Nov. 2011.

    [C1] S. S. Hwang, S. Yun, and S. C. Kim, “Decision Directed Recursive Least Square Adaptive Channel Estimation for OFDMA Uplink System,” in Proc. IEEE Wireless Telecommunications Symposium, New York, USA, April 2011.

Domestic

Patents


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