Personal information

No personal information available

Activities

Collapse all

Works (29)

Robust graph contrastive learning with multi-hop views for node classification

Applied Soft Computing
2025-03 | Journal article
DOI: 10.1016/j.asoc.2025.112783
Contributors: Yutong Wang; Junheng Zhang; Ren Cao; Minhao Zou; Chun Guan; Siyang Leng
Source: check_circle
Crossref

Non-Bayesian Social Learning with Multiview Observations

2024 IEEE 63rd Conference on Decision and Control (CDC)
2024-12-16 | Conference paper
DOI: 10.1109/cdc56724.2024.10886829
Contributors: Dongyan Sui; Weichen Cao; Stefan Vlaski; Chun Guan; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Enhancing Time Series Predictability via Structure‐Aware Reservoir Computing

Advanced Intelligent Systems
2024-11 | Journal article
DOI: 10.1002/aisy.202400163
Contributors: Suzhen Guo; Chun Guan; Siyang Leng
Source: check_circle
Crossref

Physically-guided temporal diffusion transformer for long-term time series forecasting

Knowledge-Based Systems
2024-11 | Journal article
DOI: 10.1016/j.knosys.2024.112508
Contributors: Zeqi Ren; Jianbo Yu; Jian Huang; Xiaofeng Yang; Siyang Leng; Yuping Liu; Shifu Yan
Source: check_circle
Crossref

Reinforcement learning-based pinning control for synchronization suppression in complex networks

Heliyon
2024-07 | Journal article
DOI: 10.1016/j.heliyon.2024.e34065
Contributors: Kaiwen Li; Liufei Yang; Chun Guan; Siyang Leng
Source: check_circle
Crossref

Detecting dynamical causality via intervened reservoir computing

Communications Physics
2024-07-12 | Journal article
DOI: 10.1038/s42005-024-01730-6
Contributors: Jintong Zhao; Zhongxue Gan; Ruixi Huang; Chun Guan; Jifan Shi; Siyang Leng
Source: check_circle
Crossref

UniG-Encoder: A universal feature encoder for graph and hypergraph node classification

Pattern Recognition
2024-03 | Journal article
DOI: 10.1016/j.patcog.2023.110115
Contributors: Minhao Zou; Zhongxue Gan; Yutong Wang; Junheng Zhang; Dongyan Sui; Chun Guan; Siyang Leng
Source: check_circle
Crossref

Tuning Convergence Rate Via Non-Bayesian Social Learning: A Trade-Off Between Internal Belief and External Information

2023 62nd IEEE Conference on Decision and Control (CDC)
2023-12-13 | Conference paper
DOI: 10.1109/cdc49753.2023.10383999
Contributors: Dongyan Sui; Chun Guan; Zhongxue Gan; Wei Lin; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Reservoir computing decoupling memory–nonlinearity trade-off

Chaos: An Interdisciplinary Journal of Nonlinear Science
2023-11-01 | Journal article
DOI: 10.1063/5.0156224
Contributors: Ji Xia; Junyu Chu; Siyang Leng; Huanfei Ma
Source: check_circle
Crossref

Closed-loop control of higher-order complex networks: Finite-time and pinning strategies

Chaos, Solitons & Fractals
2023-08 | Journal article
DOI: 10.1016/j.chaos.2023.113677
Contributors: Xinyuan Qiu; Liufei Yang; Chun Guan; Siyang Leng
Source: check_circle
Crossref

Distributed Consensus Algorithms in Sensor Networks with Higher-Order Topology

Entropy
2023-08-11 | Journal article
DOI: 10.3390/e25081200
Contributors: Qianyi Chen; Wenyuan Shi; Dongyan Sui; Siyang Leng
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Feedback coupling induced synchronization of neural networks

Neurocomputing
2023-06 | Journal article
DOI: 10.1016/j.neucom.2023.126457
Part of ISSN: 0925-2312
Contributors: Zhihao Zuo; Ruizhi Cao; Zhongxue Gan; Jiawen Hou; Chun Guan; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Conditional cross-map-based technique: From pairwise dynamical causality to causal network reconstruction

Chaos: An Interdisciplinary Journal of Nonlinear Science
2023-06-01 | Journal article
DOI: 10.1063/5.0144310
Contributors: Liufei Yang; Wei Lin; Siyang Leng
Source: check_circle
Crossref

Embedding theory of reservoir computing and reducing reservoir network using time delays

Physical Review Research
2023-05 | Journal article
DOI: 10.1103/physrevresearch.5.l022041
Part of ISSN: 2643-1564
Contributors: Xing-Yue Duan; Xiong Ying; Si-Yang Leng; Jürgen Kurths; Wei Lin; Huan-Fei Ma
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search
grade
Preferred source (of 2)‎

Reviving the Dynamics of Attacked Reservoir Computers

Entropy
2023-03 | Journal article
DOI: 10.3390/e25030515
Part of ISSN: 1099-4300
Contributors: Ruizhi Cao; Chun Guan; Zhongxue Gan; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search
grade
Preferred source (of 2)‎

Similarity-Navigated Graph Neural Networks for Node Classification

Information Sciences
2023-03 | Journal article
DOI: 10.1016/j.ins.2023.03.057
Part of ISSN: 0020-0255
Contributors: Minhao Zou; Zhongxue Gan; Ruizhi Cao; Chun Guan; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search
grade
Preferred source (of 2)‎

Deep Reinforcement Learning with Parametric Episodic Memory

2022 International Joint Conference on Neural Networks (IJCNN)
2022-07 | Other
DOI: 10.1109/ijcnn55064.2022.9891902
Contributors: Kangkang Chen; Zhongxue Gan; Siyang Leng; Chun Guan
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Continuity Scaling: A Rigorous Framework for Detecting and Quantifying Causality Accurately

Research
2022-05-04 | Journal article
DOI: 10.34133/2022/9870149
Part of ISSN: 2639-5274
Contributors: Xiong Ying; Si-Yang Leng; Huan-Fei Ma; Qing Nie; Ying-Cheng Lai; Wei Lin
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Feature Adaption with Predicted Boxes for Oriented Object Detection in Aerial Images

PRICAI 2021: Trends in Artificial Intelligence
2021-11-01 | Other
DOI: 10.1007/978-3-030-89370-5_27
Part of ISSN: 0302-9743
Contributors: Minhao Zou; Ziye Hu; Yuxiang Guan; Zhongxue Gan; Chun Guan; Siyang Leng
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Detecting High-Dimensional Causal Networks using Randomly Conditioned Granger Causality

CSIAM Transactions on Applied Mathematics
2021-06 | Journal article
DOI: 10.4208/csiam-am.2020-0184
Part of ISSN: 2708-0560
Contributors: Huanfei Ma
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Common stochastic inputs induce neuronal transient synchronization with partial reset

Neural Networks
2020-08 | Journal article
DOI: 10.1016/j.neunet.2020.04.019
Part of ISSN: 0893-6080
Contributors: Siyang Leng; Kazuyuki Aihara
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search
grade
Preferred source (of 2)‎

Partial cross mapping eliminates indirect causal influences

Nature Communications
2020-05 | Journal article
DOI: 10.1038/s41467-020-16238-0
Part of ISSN: 2041-1723
Contributors: Siyang Leng; Huanfei Ma; Jürgen Kurths; Ying-Cheng Lai; Wei Lin; Kazuyuki Aihara; Luonan Chen
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Reconstructing directional causal networks with random forest: Causality meeting machine learning

Chaos: An Interdisciplinary Journal of Nonlinear Science
2019-09 | Journal article
DOI: 10.1063/1.5120778
Part of ISSN: 1054-1500
Contributors: Siyang Leng; Ziwei Xu; Huanfei Ma
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Detection for disease tipping points by landscape dynamic network biomarkers

National Science Review
2018 | Journal article
DOI: 10.1093/nsr/nwy162
Part of ISSN: 2095-5138
Contributors: Xiaoping Liu; Xiao Chang; Siyang Leng; Hui Tang; Kazuyuki Aihara; Luonan Chen
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Randomly distributed embedding making short-term high-dimensional data predictable

Proceedings of the National Academy of Sciences
2018-10-08 | Journal article
DOI: 10.1073/pnas.1802987115
Part of ISSN: 0027-8424
Contributors: Huanfei Ma; Siyang Leng; Kazuyuki Aihara; Wei Lin; Luonan Chen
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Data-based prediction and causality inference of nonlinear dynamics

Science China Mathematics
2018-01 | Journal article
DOI: 10.1007/s11425-017-9177-0
Part of ISSN: 1674-7283
Contributors: Huanfei Ma; Siyang Leng; Luonan Chen
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Closed-Loop Control of Complex Networks: A Trade-Off between Time and Energy

Physical Review Letters
2017-11-07 | Journal article
DOI: 10.1103/physrevlett.119.198301
Part of ISSN: 0031-9007
Contributors: Yong-Zheng Sun; Si-Yang Leng; Ying-Cheng Lai; Celso Grebogi; Wei Lin
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Detection of time delays and directional interactions based on time series from complex dynamical systems

Physical Review E
2017-07 | Journal article
DOI: 10.1103/physreve.96.012221
Part of ISSN: 2470-0045
Contributors: Huanfei Ma; Siyang Leng; Chenyang Tao; Xiong Ying; Jürgen Kurths; Ying-Cheng Lai; Wei Lin
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Basin stability in delayed dynamics

Scientific Reports
2016-02 | Journal article
DOI: 10.1038/srep21449
Part of ISSN: 2045-2322
Contributors: Siyang Leng; Wei Lin; Jürgen Kurths
Source: Self-asserted source
Siyang Leng via Crossref Metadata Search

Peer review (38 reviews for 14 publications/grants)

Review activity for Applied intelligence. (2)
Review activity for Artificial intelligence. (1)
Review activity for Chaos, solitons and fractals. (2)
Review activity for Chaos. (7)
Review activity for Communications physics. (1)
Review activity for Energy. (2)
Review activity for Engineering applications of artificial intelligence. (2)
Review activity for Information sciences. (1)
Review activity for Nature communications (1)
Review activity for Neural networks. (2)
Review activity for Neurocomputing. (11)
Review activity for npj systems biology and applications. (2)
Review activity for Pattern recognition. (2)
Review activity for Physica. (2)
How many people are using ORCID?