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
