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Haiping Huang
  Email   410075372@qq.com 
TA的实验室:   统计物理与神经计算
论文

Statistical mechanics of continual learning: variational principle and mean-field potential

期刊: arXiv:2212.02846  2022
作者: Haiping Huang,Wenxuan Zou,Zhenyue Huang,Chan Li

Spectrum of non-Hermitian deep-Hebbian neural networks

期刊: arXiv:2208.11411  2022
作者: Haiping Huang,Tianqi Hou,Ziming Chen,Zijian Jiang

Emergence of hierarchical modes from deep learning

期刊: arXiv:2208.09859  2022
作者: Haiping Huang,Chan Li

Equivalence between belief propagation instability and transition to replica symmetry breaking in perceptron learning systems

期刊: PHYSICAL REVIEW RESEARCH 4, 023023 (2022)  2021
作者: Haiping Huang,Mingshan Xie,Junbin Qiu,Yang Zhao

Ensemble perspective for understanding temporal credit assignment

期刊: arXiv: 2102.03740  2021
作者: Haiping Huang,Chan Li,Wenxuan Zou

Associative memory model with arbitrary Hebbian length

期刊: PHYSICAL REVIEW E 104, 064306 (2021); arXiv: 2103.14317  2021
作者: Haiping Huang,K Y Michael Wong,Tianqi Hou,Jianwen Zhou,Zijian Jiang

Eigenvalue spectrum of neural networks with arbitrary Hebbian length

期刊: PHYSICAL REVIEW E 104, 064307 (2021) ; arXiv: 2103.14324  2021
作者: Haiping Huang,K Y Michael Wong,Ziming Chen,Tianqi Hou,Zijian Jiang,Jianwen Zhou

Data-driven effective model shows a liquid-like deep learning

期刊: arXiv:2007.08093, Phys. Rev. Research 3, 033290 (2021)  2020
作者: Haiping Huang,Wenxuan Zou

Learning credit assignment

期刊: Phys. Rev. Lett. 125, 178301 (2020)  2020
作者: Haiping Huang,Chan Li
DOI:https://doi.org/10.1103/PhysRevLett.125.178301

Relationship between manifold smoothness and adversarial vulnerability in deep learning with local errors

期刊: arXiv: 2007.02047 Chin. Phys. B Vol. 30, No. 4 (2021) 048702  2020
作者: Haiping Huang,Jianwen Zhou,Zijian Jiang

Weakly-correlated synapses promote dimension reduction in deep neural networks

期刊: arXiv: 2006.11569 Phys. Rev. E 103, 012315 (2021)  2020
作者: Haiping Huang,Jianwen Zhou

Variational mean-field theory for training restricted Boltzmann machines with binary synapses

期刊: Phys. Rev. E 102, 030301(R) (2020)  2020
作者: Haiping Huang

Statistical physics of unsupervised learning with prior knowledge in neural networks

期刊: arXiv: 1911.02344,Phys. Rev. Lett. 124, 248302 (2020)  2019
作者: Haiping Huang,Tianqi Hou

Minimal model of permutation symmetry in unsupervised learning

期刊: J. Phys. A: Math. Theor.  2019
作者: Haiping Huang,K Y Michael Wong,Tianqi Hou

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