黎健钊，工学博士，西安电子科技大学广州研究院博士后（计算机科学与技术）。2024年于西安电子科技大学电子工程学院电子科学与技术专业获得工学博士学位（导师：公茂果教授，IEEE Fellow；Yew-Soon Ong教授，IEEE Fellow）。目前从事协同学习与优化、小样本学习、多任务演化优化、遥感影像解译等方面研究，在国际高水平期刊及会议发表论文20余篇（第一作者、通讯作者8篇），其中中科院一区论文16篇，1篇论文入选ESI高被引论文。担任TNNLS、TGRS、TCSVT、KBS等期刊审稿人。

所在课题组：

西安电子科技大学协同智能系统教育部重点实验室（负责人：公茂果教授）。

西安电子科技大学计算智能研究所（负责人：公茂果教授）。

西安电子科技大学广州研究院协同与弹性系统实验室（负责人：盛凯教授）。

代表性论文：

小样本协同学习理论及应用：

[1] Jianzhao Li, Maoguo Gong*, Zaitian Liu, Shanfeng Wang, Yourun Zhang, Yuan Gao. Toward Multiparty Personalized Collaborative Learning in Remote Sensing[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2024, 62: 1-16, Art no. 4503616. 

[2] Jianzhao Li, Maoguo Gong*, Weihao Li, Mingyang Zhang, Yourun Zhang, Shanfeng Wang, Yue Wu. MS2A2Net: Multiscale Self-Attention Aggregation Network for Few-Shot Aerial Imagery Segmentation[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2024, 62: 1-16, Art no. 4500216.

[3] Jianzhao Li, Maoguo Gong*, Huilin Liu, Yourun Zhang, Mingyang Zhang, Yue Wu. Multiform Ensemble Self-Supervised Learning for Few-Shot Remote Sensing Scene Classification[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2023, 61: 1-16, Art no. 4500416 (ESI高被引论文). 

[4] Yiting Liu, Jianzhao Li*, Maoguo Gong*, Huilin Liu, Kai Sheng, Yourun Zhang, Zedong Tang, and Yu Zhou. Collaborative Self-Supervised Evolution for Few-Shot Remote Sensing Scene Classification[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2024, 62: 1-15, Art no. 4509215.

[5] Shanfeng Wang, Jianzhao Li*, Zaitian Liu, Yourun Zhang, and Maoguo Gong. FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement[C]. Proceedings of the AAAI Conference on Artificial Intelligence (CCF-A), 2025. 

[6] Shanfeng Wang, Jianzhao Li*, Zaitian Liu, Maoguo Gong*, Yourun Zhang, Yue Zhao, Boya Deng, Yu Zhou. Personalized Multiparty Few-Shot Learning for Remote Sensing Scene Classification[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2024, 62: 1-15, Art no. 4506115.

[7] Maoguo Gong*, Jianzhao Li, Yourun Zhang, Yue Wu, Mingyang Zhang. Two-Path Aggregation Attention Network With Quad-Patch Data Augmentation for Few-Shot Scene Classification[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2022, 60: 1-16, Art no. 4511616. 

[8] Yourun Zhang, Maoguo Gong*, Jianzhao Li, Kaiyuan Feng, Mingyang Zhang. Few-Shot Learning With Enhancements to Data Augmentation and Feature Extraction[J]. IEEE Transactions on Neural Networks and Learning Systems (中科院一区), 2024, in press, DOI: 10.1109/TNNLS.2024.3400592.

[9] Yourun Zhang, Maoguo Gong*, Jianzhao Li, Kaiyuan Feng, Mingyang Zhang. Autonomous Perception and Adaptive Standardization for Few-Shot Learning[J]. Knowledge-Based Systems (中科院一区), 2023, 277: 110746.

多任务/多目标演化优化理论及应用：

[1] Jianzhao Li, Maoguo Gong*, Jinxin Wei, Yourun Zhang, Yue Zhao, Shanfeng Wang, Xiangming Jiang. Evolutionary Multitasking Cooperative Transfer for Multiobjective Hyperspectral Sparse Unmixing[J]. Knowledge-Based Systems (中科院一区), 2024, 285: 111306.

[2] Jianzhao Li, Hao Li*, Yiting Liu, Maoguo Gong. Multi-Fidelity Evolutionary Multitasking Optimization for Hyperspectral Endmember Extraction[J]. Applied Soft Computing (中科院一区), 2021, 111: 107713.

[3] Zhao Wang, Jianzhao Li, Yiting Liu, Fei Xie*, Peng Li. An Adaptive Surrogate-Assisted Endmember Extraction Framework Based on Intelligent Optimization Algorithms for Hyperspectral Remote Sensing Images[J]. Remote Sensing (中科院二区), 2022, 14(4): 892.

[4] Hao Li, Denzhong Li, Maoguo Gong*, Jianzhao Li, Alex Kai Qin, Lining Xing, Fei Xie. Sparse Hyperspectral Unmixing With Preference-based Evolutionary Multiobjective Multitasking Optimization[J]. IEEE Transactions on Emerging Topics in Computational Intelligence (中科院三区), 2024, 8: 1922-1937.

[5] Zhuping Hu, Maoguo Gong*, Yiheng Lu, Jianzhao Li, Yue Zhao, Mingyang Zhang. Data Customization-based Multiobjective Optimization Pruning Framework for Remote Sensing Scene Classification[J]. IEEE Transactions on Geoscience and Remote Sensing (中科院一区), 2024, 62: 1-14, Art no. 4508514.

[6] Wencheng Han, Hao Li*, Maoguo Gong*, Jianzhao Li, Yiting Liu, Zhenkun Wang. Multi-Swarm Particle Swarm Optimization Based on CUDA for Sparse Reconstruction[J]. Swarm and Evolutionary Computation (中科院一区), 2022, 75: 101153.

协同学习理论及应用：

[1] Hao Li, Jianzhao Li, Yue Zhao, Maoguo Gong*, Yujing Zhang, Tongfei Liu. Cost-Sensitive Self-Paced Learning With Adaptive Regularization for Classification of Image Time Series[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (中科院二区), 2021, 14: 11713-11727.

[2] Shanfeng Wang, Hao Tao, Jianzhao Li, Xinyuan Ji, Yuan Gao, Maoguo Gong*. Towards Fair and Personalized Federated Recommendation[J]. Pattern Recognition (中科院一区), 2024, 149: 110234. 

[3] Yourun Zhang, Maoguo Gong*, Jianzhao Li, Mingyang Zhang, Fenlong Jiang, Hongyu Zhao. Self-Supervised Monocular Depth Estimation with Multi-Scale Perception[J]. IEEE Transactions on Image Processing (中科院一区), 2022, 31: 3251-3266.

[4] Shanfeng Wang, Yuxi Zhou, Xiaolong Fan, Jianzhao Li, Zexuan Lei, Maoguo Gong*. Personalized Federated Contrastive Learning for Recommendation[J]. IEEE Transactions on Computational Social Systems (中科院二区), 2025. 

[5] Yourun Zhang, Maoguo Gong*, Mingyang Zhang, Jianzhao Li. Self-Supervised Monocular Depth Estimation With Self-Perceptual Anomaly Handling[J]. IEEE Transactions on Neural Networks and Learning Systems (中科院一区), 2024, 35: 17292-17306. 

[6] Maoguo Gong*, Yue Zhao, Hao Li*, Alex Kai Qin, Lining Xing, Jianzhao Li, Yiting Liu, Yuhao Liu. Deep Fuzzy Variable Cmeans Clustering Incorporated With Curriculum Learning[J], IEEE Transactions on Fuzzy Systems (中科院一区), 2023, 31: 4321-4335.