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冷

冷思阳 (Siyang Leng)

fudan university

13H-index
43Paper Count
876Citation Count
Published Papers 19
Publication Date
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Time-Delayed Spiking Reservoir Computing Enables Efficient Time Series Prediction
errAdvanced Intelligent Systems
IF6.1
err2026-05-12
err0
errOAAI
errPin Jin; Ren Cao; Zhongxue Gan; Siyang Leng
errShare
errSave
Deciphering interventional dynamical causality from non-intervention complex systems
errthe innovation
IF0
err2026-03-30
err0
errOAAI
errJifan Shi; Yang Li; Juan Zhao; Siyang Leng; Rui Bao; Kazuyuki Aihara; Luonan Chen; Wei Lin
errShare
errSave
Utilizing Causal Network Markers to Identify Tipping Points ahead of Critical Transition
errAdvanced Science
IF14.1
err2025-09-05
err0
errOAAI
errShirui Bian; Zezhou Wang; Siyang Leng; Wei Lin; Jifan Shi
errShare
errSave
Multi-head graph contrastive learning with hop augmentation for node classification
errPattern Recognition
IF7.6
err2025-07-04
err0
PREAI
errMinhao Zou; Yutong Wang; Xiaofeng Meng; Zhongxue Gan; Chun Guan; Siyang Leng
errShare
errSave
Reservoir cross mapping as a nonlinear framework for detecting dynamical causality
errCell Reports Physical Science
IF7.3
err2025-07-04
err0
errOAAI
errRen Cao; Jintong Zhao; Chun Guan; Huanfei Ma; Jifan Shi; Siyang Leng
errShare
errSave
Topology-preserving and structure-aware (hyper)graph contrastive learning for node classification
errAPPLIED INTELLIGENCE
IF3.5
err2025-05-01
err0
PREAI
errZou, Minhao; Gan, Zhongxue; Wang, Yutong; Zhang, Junheng; Guan, Chun; Leng, Siyang
errShare
errSave
Physically-guided temporal diffusion transformer for long-term time series forecasting
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-11-01
err0
PREAI
errRen, Zeqi; Yu, Jianbo; Huang, Jian; Yang, Xiaofeng; Leng, Siyang; Liu, Yuping; Yan, Shifu
errShare
errSave
Detecting dynamical causality via intervened reservoir computing
errCOMMUNICATIONS PHYSICS
IF5.8
err2024-07-12
err2
errOAAI
errZhao, Jintong; Gan, Zhongxue; Huang, Ruixi; Guan, Chun; Shi, Jifan; Leng, Siyang
errShare
errSave
Reinforcement learning-based pinning control for synchronization suppression in complex networks
errHELIYON
IF3.6
err2024-07-01
err0
errOAAI
errLi, Kaiwen; Yang, Liufei; Guan, Chun; Leng, Siyang
errShare
errSave
Enhancing Time Series Predictability via Structure-Aware Reservoir Computing
errADVANCED INTELLIGENT SYSTEMS
IF6.1
err2024-06-02
err1
errOAAI
errGuo, Suzhen; Guan, Chun; Leng, Siyang
errShare
errSave
UniG-Encoder: A universal feature encoder for graph and hypergraph node classification
errPATTERN RECOGNITION
IF7.6
err2024-03-01
err6
errOAAI
errZou, Minhao; Gan, Zhongxue; Wang, Yutong; Zhang, Junheng; Sui, Dongyan; Guan, Chun; Leng, Siyang
errShare
errSave
Feedback coupling induced synchronization of neural networks
errNEUROCOMPUTING
IF6.5
err2023-09-01
err5
PREAI
errZuo, Zhihao; Cao, Ruizhi; Gan, Zhongxue; Hou, Jiawen; Guan, Chun; Leng, Siyang
errShare
errSave
Embedding theory of reservoir computing and reducing reservoir network using time delays
errPHYSICAL REVIEW RESEARCH
IF4.2
err2023-05-25
err26
errOAAI
errDuan, Xing-Yue; Ying, Xiong; Leng, Si-Yang; Kurths, Juergen; Lin, Wei; Ma, Huan-Fei
errShare
errSave
Continuity Scaling: A Rigorous Framework for Detecting and Quantifying Causality Accurately
errRESEARCH
IF10.7
err2022-05-04
err25
errOAAI
errYing, Xiong; Leng, Si-Yang; Ma, Huan-Fei; Nie, Qing; Lai, Ying-Cheng; Lin, Wei
errShare
errSave
Common stochastic inputs induce neuronal transient synchronization with partial reset
errNEURAL NETWORKS
IF6.3
err2020-08-01
err9
errOAAI
errLeng, Siyang; Aihara, Kazuyuki
errShare
errSave
Partial cross mapping eliminates indirect causal influences
errNATURE COMMUNICATIONS
IF15.7
err2020-05-26
err61
errOAAI
errLeng, Siyang; Ma, Huanfei; Kurths, Juergen; Lai, Ying-Cheng; Lin, Wei; Aihara, Kazuyuki; Chen, Luonan
errShare
errSave
Detection for disease tipping points by landscape dynamic network biomarkers
errNATIONAL SCIENCE REVIEW
IF17.1
err2018-12-28
err91
errOAAI
errLiu, Xiaoping; Chang, Xiao; Leng, Siyang; Tang, Hui; Aihara, Kazuyuki; Chen, Luonan
errShare
errSave
Randomly distributed embedding making short-term high-dimensional data predictable
errPROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF9.1
err2018-10-08
err67
errOAAI
errMa, Huanfei; Leng, Siyang; Aihara, Kazuyuki; Lin, Wei; Chen, Luonan
errShare
errSave
Basin stability in delayed dynamics
errSCIENTIFIC REPORTS
IF3.9
err2016-02-24
err50
errOAAI
errLeng, Siyang; Lin, Wei; Kurths, Juergen
errShare
errSave

Research Directions

非线性动力系统复杂网络人工智能计算系统生物学储备池计算数学理论新型机器学习框架设计高阶复杂网络动力学分析动力学因果关系理论算法与应用 群体行为的生成演化动态仿真与调控策略 医学多模态数据的智能挖掘与分析建模
Co-authors
Cooperation Journals
J
Jürgen Kurths
H-index: 131 · Papers: 2.1K
陈
陈洛南 (Luonan Chen)
H-index: 84 · Papers: 806
K
Kazuyuki Aihara
H-index: 75 · Papers: 1.4K
X
Xiaoping Liu
H-index: 73 · Papers: 755
Y
Ying‐Cheng Lai
H-index: 72 · Papers: 673
View more