Selected publications
Y. Liu, Z. Ma, J. Ding* and X. Li, "Constrained Maximal Controllability of Complex Networks," IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2025.3635299, 2025. (*corresponding author)
J. Ding, Y. Zhuo, X. Hu, et al., "Target Controllability of Complex Networks Based on Greedy Optimization," IEEE Transactions on Control of Network Systems, vol. 12, no. 4, pp. 2630-2641, 2025.
S. Li, Y. Zhang, D. Ma, J. Ding* et al., " Multi-Scale Graph Channel Attention Detectors for Sonar Images in Smart Ocean," IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1-14, 5019114, 2025.
Z. Song, J. Ding*, and X. Li, "Topology optimization for optimal target control of complex networks," Europhysics Letters, vol. 151, no. 4, p. 42002, 2025.
J. Li, Y. Ji, Y. Zhang, J. Ding* et al., "Graph neural networks for network science: A mini review," Europhysics Letters, vol.150, no.2, p. 21001, 2025. (invited survey)
J. Ding, Y. Zhang, K. Song, et al., "Target Controllability of Multiplex Networks with Weighted Interlayer Edges," IEEE Transactions on Network Science and Engineering, vol 11, no. 1, pp. 313-325, 2024.
Y. Zhang, J. Ding*, and X. Li, “Network Controllability Robustness Learning via Spatial Graph Neural Networks," IEEE Transactions on Network Science and Engineering, vol. 11, no. 5, pp. 4045-4058, 2024.
Y. Zhang, J. Li, J. Ding*, et al., "A Graph Transformer-Driven Approach for Network Robustness Learning," IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 71, no. 5, pp. 1992-2005, 2024.
Y. Zhang, J. Ding*, and X. Li, "GCRL: A Graph Neural Network Framework for Network Connectivity Robustness Learning," New Journal of Physics, vol. 26, p. 093004, 2024.
Z. Ma, S. Li, J. Ding* et al., "MHGAN: A Multi-Headed Generative Adversarial Network for Underwater Sonar Image Super-Resolution," IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-16, 2023.
