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Minhao Zou, Zhongxue Gan, Yutong Wang, Junheng Zhang, Dongyan Sui, Chun Guan, and Siyang Leng*, UniG-Encoder: A universal feature encoder for graph and hypergraph node classification, Pattern Recognition, 2024, 147: 110115.
Ji Xia, Junyu Chu, Siyang Leng, and Huanfei Ma*, Reservoir computing decoupling memory-nonlinearity trade-off, Chaos, 2023, 33(11): 113120.
Qianyi Chen, Wenyuan Shi, Dongyan Sui*, and Siyang Leng, Distributed Consensus Algorithms in Sensor Networks with Higher-Order Topology, Entropy, 2023, 25(8): 1200.
Dongyan Sui, Chun Guan, Zhongxue Gan*, Wei Lin, and Siyang Leng*, Tuning Convergence Rate via Non-Bayesian Social Learning: A Trade-Off between Internal Belief and External Information, The 62nd IEEE Conference on Decision and Control (IEEE CDC 2023).
Zhihao Zuo, Ruizhi Cao, Zhongxue Gan, Jiawen Hou, Chun Guan, and Siyang Leng*, Feedback coupling induced synchronization of neural networks, Neurocomputing, 2023, 549: 126457.
Xinyuan Qiu, Liufei Yang, Chun Guan, and Siyang Leng*, Closed-loop control of higher-order complex networks: Finite-time and pinning strategies, Chaos, Solitons and Fractals, 2023, 173: 113677.
Liufei Yang, Wei Lin, and Siyang Leng*, Conditional cross-map-based technique: From pairwise dynamical causality to causal network reconstruction, Chaos, 2023, 33(6): 063101.
Xing-Yue Duan, Xiong Ying, Si-Yang Leng, Jürgen Kurths, Wei Lin*, and Huan-Fei Ma*, Embedding theory of reservoir computing and reducing reservoir network using time delays, Physical Review Research, 2023, 5(2): L022041.
Ruizhi Cao, Chun Guan*, Zhongxue Gan*, and Siyang Leng, Reviving the Dynamics of Attacked Reservoir Computers, Entropy, 2023, 25(3): 515.
Minhao Zou, Zhongxue Gan*, Ruizhi Cao, Chun Guan*, and Siyang Leng*, Similarity-navigated graph neural networks for node classification, Information Sciences, 2023, 633: 41-69.
Kangkang Chen, Zhongxue Gan*, Siyang Leng, and Chun Guan*, Deep Reinforcement Learning with Parametric Episodic Memory, The 2022 International Joint Conference on Neural Networks (IJCNN 2022).
Xiong Ying#, Si-Yang Leng#, Huan-Fei Ma, Qing Nie, Ying-Cheng Lai, and Wei Lin*, Continuity scaling: A rigorous framework for detecting and quantifying causality accurately, Research, 2022, 2022: 9870149. (《Research》 Best Paper Award 2022)
Huanfei Ma*, Siyang Leng, and Luonan Chen*, Detecting High-Dimensional Causal Networks using Randomly Conditioned Granger Causality, CSIAM Transactions on Applied Mathematics, 2021, 2(4): 680-696.
Minhao Zou, Ziye Hu, Yuxiang Guan, Zhongxue Gan*, Chun Guan*, and Siyang Leng*, Feature Adaption with Predicted Boxes for Oriented Object Detection in Aerial Images, The 18th Pacific Rim International Conference on Artificial Intelligence (PRICAI 2021).
Siyang Leng, Huanfei Ma, Jürgen Kurths, Ying-Cheng Lai, Wei Lin*, Kazuyuki Aihara*, and Luonan Chen*, Partial cross mapping eliminates indirect causal influences, Nature Communications, 2020, 11: 2632.
Siyang Leng*, and Kazuyuki Aihara, Common stochastic inputs induce neuronal transient synchronization with partial reset, Neural Networks, 2020, 128: 13-21.
Siyang Leng, Ziwei Xu, and Huanfei Ma*, Reconstructing directional causal networks with random forest: Causality meeting machine learning, Chaos, 2019, 29(9): 093130.
Xiaoping Liu#, Xiao Chang#, Siyang Leng, Hui Tang, Kazuyuki Aihara*, and Luonan Chen*, Detection for disease tipping points by landscape dynamic network biomarkers, National Science Review, 2019, 6(4): 775-785.
Huanfei Ma, Siyang Leng, Kazuyuki Aihara*, Wei Lin*, and Luonan Chen*, Randomly distributed embedding making short-term high-dimensional data predictable, Proceedings of the National Academy of Sciences of the United States of America, 2018, 115(43): E9994-E10002. (ICCM Best Paper Award 2019)
Huanfei Ma, Siyang Leng, and Luonan Chen*, Data-based prediction and causality inference of nonlinear dynamics, Science China Mathematics, 2018, 61: 403-420.
Yong-Zheng Sun#, Si-Yang Leng#, Ying-Cheng Lai, Celso Grebogi, and Wei Lin*, Closed-Loop Control of Complex Networks: A Trade-Off between Time and Energy, Physical Review Letters, 2017, 119(19): 198301.
Huanfei Ma, Siyang Leng, Chenyang Tao, Xiong Ying, Jürgen Kurths, Ying-Cheng Lai, and Wei Lin*, Detection of time delays and directional interactions based on time series from complex dynamical systems, Physical Review E, 2017, 96(1): 012221.
Siyang Leng, Wei Lin*, and Jürgen Kurths, Basin stability in delayed dynamics, Scientific Reports, 2016, 6: 21449.
(* Corresponding Author, # Co-First Author)
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