Publications

Koopman neural operator as a mesh-free solver of non-linear partial differential equations

Wei Xiong, Xiaomeng Huang, Ziyang Zhang, Ruixuan Deng, Pei Sun, Yang Tian

Journal of Computational Physics , 2024

Citations: 35

Fast renormalizing the structures and dynamics of ultra-large systems via random renormalization group

Yang Tian, Yizhou Xu, Pei Sun

arXiv preprint arXiv:2401.15899 , 2024

Citations: 1

A simplex path integral and a simplex renormalization group for high-order interactions

Aohua Cheng, Yunhui Xu, Pei Sun, Yang Tian

Reports on Progress in Physics , 2024

Citations: 1

Quasi-critical dynamics in large-scale social systems regulated by sudden events

Peng Guo, Yunhui Xu, Shichun Guo, Yang Tian, Pei Sun

Chaos , 2024

Citations: 1

Fluid-network relations: decay laws meet with spatial self-similarity, scale-invariance, and control scaling

Yang Tian, Pei Sun, Yizhou Xu

Physical Review E , 2024

Citations: 0

Signal propagation in complex networks

Peng Ji, Jiachen Ye, Yu Mu, Wei Lin, Yang Tian, Chittaranjan Hens, Matjaž Perc, Yang Tang, Jie Sun, Jürgen Kurths

Physics reports , 2023

Citations: 152

GLIME: General, Stable and Local LIME Explanation

Zeren Tan, Yang Tian, Jian Li

Annual Conference on Neural Information Processing Systems , 2023

Citations: 8

Robust Explanation for Free or At the Cost of Faithfulness

Zeren Tan, Yang Tian

International Conference on Machine Learning , 2023

Citations: 3

Statistical physics of deep neural networks: Initialization toward optimal channels

Kangyu Weng, Aohua Cheng, Ziyang Zhang, Pei Sun, Yang Tian

Physical Review Research , 2023

Citations: 2

Laplacian dynamics of convergent and divergent collective behaviors

Yang Tian, Yunhui Xu, Pei Sun

Journal of Physics: Complexity , 2023

Citations: 0

Thermodynamics of percolation in interacting systems

Yizhou Xu, Pei Sun, Yang Tian

arXiv preprint arXiv:2303.14638 , 2023

Citations: 0

Theoretical foundations of studying criticality in the brain

Yang Tian, Zeren Tan, Hedong Hou, Guoqi Li, Aohua Cheng, Yike Qiu, Kangyu Weng, Chun Chen, Pei Sun

Network Neuroscience , 2022

Citations: 15

Percolation may explain efficiency, robustness, and economy of the brain

Yang Tian, Pei Sun

Network Neuroscience , 2022

Citations: 7

Information evolution in complex networks

Yang Tian, Guoqi Li, Pei Sun

Chaos , 2022

Citations: 5

Information thermodynamics of encoding and encoders

Yang Tian, Pei Sun

Chaos , 2022

Citations: 3

Self-organized critical dynamics of RNA virus evolution

Xiaofei Ge, Kaichao You, Zeren Tan, Hedong Hou, Yang Tian, Pei Sun

arXiv preprint arXiv:2204.08627 , 2022

Citations: 0

Fourier-domain transfer entropy spectrum

Yang Tian, Yaoyuan Wang, Ziyang Zhang, Pei Sun

Physical Review Research , 2021

Citations: 15

Bridging the information and dynamics attributes of neural activities

Yang Tian, Pei Sun

Physical Review Research , 2021

Citations: 10

Characteristics of the neural coding of causality

Yang Tian, Guoqi Li, Pei Sun

Physical Review Research , 2021

Citations: 4