个人简介

从事非线性动力学、复杂系统理论与生命科学、社会科学、人工智能等领域的应用数学交叉研究，成果发表在Nature Communications, PRL, PNAS, Research, Advanced Science等国际重要学术期刊和IEEE CDC等国际顶级学术会议上，获得2024年度上海市自然科学一等奖，主持或参与多个国家级和省部级科研项目的研究工作，入选国家级青年人才计划。担任中国系统工程学会系统理论专委会委员、中国数学会生物数学专委会青工委委员、《复旦学报（自然科学版）》编委，讲授《智能科学的数学基础》、《应用数学方法》、《现代智能控制理论》等本科生和研究生课程，参编教材一部。

教育经历

• 2011.09 - 2016.06，复旦大学，数学科学学院，应用数学专业，博士，导师：林伟教授

• 2014.09 - 2015.09，德国波茨坦气候影响研究所，国家公派联合培养博士生，导师：Jürgen Kurths教授

• 2006.09 - 2011.07，复旦大学，数学科学学院，信息与计算科学专业，学士

工作经历

• 2024.12 - 现在，复旦大学，智能机器人与先进制造创新学院，教授

• 2020.08 - 2024.11，复旦大学，工程与应用技术研究院，青年研究员

• 2023.10 - 现在，复旦大学，智能复杂体系基础理论与关键技术实验室，兼聘教授

• 2016.11 - 2020.03，日本东京大学，生产技术研究所，特任研究员，合作导师：合原一幸教授&陈洛南教授

代表成果

1. Ren Cao, Jintong Zhao, Chun Guan, Huanfei Ma*, Jifan Shi*, and Siyang Leng*, Reservoir cross mapping as a nonlinear framework for detecting dynamical causality, Cell Reports Physical Science, [2025], 6(7): 102683.

2. Jintong Zhao, Zhongxue Gan*, Ruixi Huang, Chun Guan, Jifan Shi*, and Siyang Leng*, Detecting dynamical causality via intervened reservoir computing, Communications Physics, [2024], 7: 232.

3. 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.

4. 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), [2023].

5. 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.

6. 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.

7. 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.

8. Siyang Leng*, and Kazuyuki Aihara, Common stochastic inputs induce neuronal transient synchronization with partial reset, Neural Networks, [2020], 128: 13-21.

9. 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.

10. 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.