Hui Qiao, Jingze Tan, Jun Yan, Chang Sun, Xing Yin, Zijun Li, Jiazi Wu, Haijuan Guan, Shaoqing Wen, Menghan Zhang*, Shuhua Xu*, Li Jin*, A comprehensive evaluation of the phenotype-first and data-driven approaches in analyzing facial morphological traits, iScience, [2024], 27(3): 109325.

Xinyu Cheng, Jiao Xu*, On the global well-posedness and scattering of the 3D Klein-Gordon-Zakharov system, Calculus of Variations and Partial Differential Equations, [2024], 63(1): 17.

Xinyu Cheng, Dong Li, Wen Yang*, Localization for general Helmholtz, Journal of Differential Equations, [2024], 393: 139-154.

Haixin Zhong, Mingyi Huang, Wei P. Dai, Haoyu Wang, Anna Wang Roe and Yuguo Yu*, Visual pinwheel centers act as geometric saliency detectors, 38th Conference on Neural Information Processing Systems (NeurIPS 2024), [2024].

Wenkui Zou, Jiazhen Liu, Zexing Wei, Chunhua Peng, Ying Zhao, Yue Ding, Jifan Shi*, and Juan Zhao*, Unveiling the mechanism of compound Ku-Shen injection in liver cancer treatment through ingredient-target network analysis, Genes, [2024], 15(10): 1278.

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.

Yi Cao, Zefeng Zhang, Bo-Wei Qin, Weihui Sang, Honghong Li, Tinghao Wang, Feixia Tan, Yang Gan, Xumeng Zhang*, Tao Liu*, Du Xiang*, Wei Lin, Qi Liu, Physical reservoir computing using van der Waals ferroelectrics for acoustic keywords spotting, ACS Nano, Articles, [2024], 18(34): 23265-23276.

Chengkun Yang, Xiaoxi Zhang, Shi Yan, Sizhe Yang, Baihui Wu, Fengshuo You, Yue Cui, Ni Xie, Zhiyi Wang, Li Jin*, Shuhua Xu*, Menghan Zhang*, Large-scale lexical and genetic alignment supports a hybrid model of Han Chinese demic and cultural diffusions, Nature Human Behaviour, [2024], 8: 1163-1176.

Sizhe Yang, Xiaoru Sun, Li Jin*, Menghan Zhang*, Inferring language dispersal patterns with velocity field estimation, Nature Communications, [2024], 15: 190.

Adil Akif, Lawrence Staib, Peter Herman, Douglas L Rothman, Yuguo Yu and Fahmeed Hyder*, In vivo neuropil density from anatomical MRI and machine learning, Cerebral Cortex, [2024], 34(5): bhae200.

Ruisong Zhou, Yuguo Yu and Chunhe Li*, Revealing neural dynamical structure of C, elegans with deep learning, iScience, Articles, [2024], 27(5):109759.

Xiaoying Qi, Xin Zhang, Hao Shen, Jiabin Su, Xinjie Gao, Yanjiang Li, Heng Yang, Chao Gao, Wei Ni, Yu Lei*, Yuxiang Gu*, Ying Mao and Yuguo Yu, Switching of brain networks across different cerebral perfusion states: insights from EEG dynamic microstate analyses, Cerebral Cortex, [2024], 34(2): bhae035.

Yukun Zou, Xiaoxiao Peng, Wei Yang*, Jingdong Zhang, and Wei Lin, Dynamics of simplicial SEIRS epidemic model: Global asymptotic stability and neural Lyapunov functions, Journal of Mathematical Biology, [2024], 89(1): 12.

Yongzheng Sun, Guanghui Wen, Haifeng Dai, Yu Feng, Sandro Azaele, Wei Lin*, and Fubao Zhou*, Quantifying the resilience of coal energy supply in China towards carbon neutrality, RESEARCH, Research Article, [2024], 7:0398.

Shijie Zhou*, Xiaoxiao Peng, Wei Lin, and Xuerong Mao. Adaptive control and synchronization of complex dynamical systems with various types of delays and stochastic disturbances, SIAM Journal on Applied Mathematics, [2024], 84(4): 1515-1531.

Hongtai Jing, Zhengtao Gao, Sheng Xu, Tao Shen, Zhangzhi Peng, Shwai He, Tao You, Shuang Ye*, Wei Lin*, and Siqi Sun*, Accurate prediction of antibody function and structure using bio-inspired antibody language model, Briefings in Bioinformatics, [2024], 25(4): bbae245.

Xiaoxiao Peng and Shijie Zhou*, Finite-time stochastic control for complex dynamical systems: The estimate for control time and energy consumption, Systems & Control Letters, [2024], 184:105711.

Xu Huang, Zhiqiang Wang*, and Shijie Zhou. The dichotomy property in stabilizability of $2 \times 2 $ linear hyperbolic systems, ESAIM: Control, Optimisation and Calculus of Variations, [2024], 30:24.

Xiaoxiao Peng, Shijie Zhou, Wei Lin*, and Xuerong Mao, Invariance principles for G-brownian-motion-driven stochastic differential equations and their applications to G-stochastic control, SIAM Journal on Control and Optimization, [2024], 62(3): 1569-1589.

Jingdong Zhang, Luan Yang, Qunxi Zhu* and Wei Lin*, FESSNC: Fast exponentially stable and safe neural controller, 41st International Conference on Machine Learning (ICML), [2024].

Xin Li, Jingdong Zhang, Qunxi Zhu*, Chengli Zhao*, Xue Zhang, Xiaojun Duan, and Wei Lin, From Fourier to neural ODEs: Flow matching for modeling complex systems, 41st International Conference on Machine Learning (ICML), [2024].

Qunxi Zhu* and Wei Lin, Switched flow matching: Eliminating singularities via switching ODEs, 41st International Conference on Machine Learning (ICML), [2024].

Yunzhang Li*, Xiaolu Tan, Shanjian Tang, Discrete-time Approximation of Stochastic Optimal Control with Partial Observation, SIAM Journal on Control and Optimization, [2024], 62(1): 326-350.

Xin Li, Qunxi Zhu*, Chengli Zhao*, Xiaojun Duan, Bolin Zhao, Xue Zhang, Huanfei Ma, Jie Sun, and Wei Lin*, Higher-order Granger reservoir computing: Simultaneously achieving scalable complex structures inference and accurate dynamics prediction, Nature Communications, [2024], 15: 2506.

Jingdong Zhang, Qunxi Zhu*, and Wei Lin*, Learning Hamiltonian neural Koopman operator and simultaneously sustaining and discovering conservation laws, Physical Review Research, Letter, [2024], 6(1): L012031.

Min Yan, Can Huang*, Peter Bienstman, Peter Tino, Wei Lin, and Jie Sun*, Emerging opportunities and challenges for the future of reservoir computing, Nature Communications, [2024], 15: 2056.

Shijie Zhou, Wei Lin*, Xuerong Mao, and Jianhong Wu. Generalized invariance principles for stochastic dynamical systems and their applications, IEEE Transactions on Automatic Control, [2024], 69(1): 85-99.

Liang Hong, Zhihang Hu, Siqi Sun*, Xiangru Tang, Jiuming Wang, Qingxiong Tan, Liangzhen Zheng, Sheng Wang, Sheng Xu, Irwin King, Mark Gerstein* and Yu Li*, Fast, sensitive detection of protein homologs using deep dense retrieval, Nature Biotechnology, [2024], 43(6): 983-995.

Hui Qiao, Jingze Tan, Shaoqing Wen, Menghan Zhang*, Shuhua Xu*, Li Jin*. De Novo Dissecting the Three Dimensional Facial Morphology of 2379 Han Chinese Individuals. Phenomics. [2024], 4(1): 1-12.