Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Haiping Huang

Variational Gaussian Topic Model with Invertible Neural Projections


May 21, 2021
Rui Wang, Deyu Zhou, Yuxuan Xiong, Haiping Huang


  Access Paper or Ask Questions

Ensemble perspective for understanding temporal credit assignment


Feb 07, 2021
Wenxuan Zou, Chan Li, Haiping Huang

* 17 pages, 18 figures, comments are welcome 

  Access Paper or Ask Questions

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


Jul 16, 2020
Wenxuan Zou, Haiping Huang

* 14 pages, 7 figures, comments are welcome 

  Access Paper or Ask Questions

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


Jul 04, 2020
Zijian Jiang, Jianwen Zhou, Haiping Huang

* 10 pages, 8 figures, comments are welcome 

  Access Paper or Ask Questions

Weakly-correlated synapses promote dimension reduction in deep neural networks


Jun 20, 2020
Jianwen Zhou, Haiping Huang

* 21 pages, 8 figures 

  Access Paper or Ask Questions

Classification and Recognition of Encrypted EEG Data Neural Network


Jun 15, 2020
Yongshuang Liu, Haiping Huang, Fu Xiao, Reza Malekian, Wenming Wang

* JISA, 2020 

  Access Paper or Ask Questions

Learning credit assignment


Jan 10, 2020
Chan Li, Haiping Huang

* 5 pages, 3 figures, a generalized BackProp proposed to learn credit assignment from an network ensemble perspective 

  Access Paper or Ask Questions

How data, synapses and neurons interact with each other: a variational principle marrying gradient ascent and message passing


Nov 11, 2019
Haiping Huang

* 8 pages, 3 figures, a mean-field framework proposed for unsupervised learning in RBM with discrete synapses, which was previously out of reach 

  Access Paper or Ask Questions

Statistical physics of unsupervised learning with prior knowledge in neural networks


Nov 06, 2019
Tianqi Hou, Haiping Huang

* 13 pages, 2 figures with supplemental material 

  Access Paper or Ask Questions

Minimal model of permutation symmetry in unsupervised learning


Apr 30, 2019
Tianqi Hou, K. Y. Michael Wong, Haiping Huang

* 33 pages, 103 equations, 4 figures 

  Access Paper or Ask Questions

Random active path model of deep neural networks with diluted binary synapses


Sep 26, 2018
Haiping Huang, Alireza Goudarzi

* Phys. Rev. E 98, 042311 (2018) 
* 10 pages, 5 figures, with Supplemental Material (upon request) 

  Access Paper or Ask Questions

Mean-field theory of input dimensionality reduction in unsupervised deep neural networks


Jan 12, 2018
Haiping Huang

* 5 pages, 3 figures, a physics explanation of decorrelation and dimensionality reduction is added 

  Access Paper or Ask Questions

Role of zero synapses in unsupervised feature learning


Jan 10, 2018
Haiping Huang

* 6 pages, 4 figures, to appear in J. Phys A as a LETTER 

  Access Paper or Ask Questions

Reinforced stochastic gradient descent for deep neural network learning


Nov 22, 2017
Haiping Huang, Taro Toyoizumi

* 12 pages and 9 figures, nearly final version as a technical report 

  Access Paper or Ask Questions

Statistical mechanics of unsupervised feature learning in a restricted Boltzmann machine with binary synapses


Mar 07, 2017
Haiping Huang

* J. Stat. Mech. (2017) 053302 
* 24 pages, 9 figures, results added 

  Access Paper or Ask Questions

Unsupervised feature learning from finite data by message passing: discontinuous versus continuous phase transition


Nov 11, 2016
Haiping Huang, Taro Toyoizumi

* Phys. Rev. E 94, 062310 (2016) 
* 8 pages, 7 figures (5 pages, 4 figures in the main text and 3 pages of appendix) 

  Access Paper or Ask Questions

Advanced Mean Field Theory of Restricted Boltzmann Machine


May 02, 2015
Haiping Huang, Taro Toyoizumi

* Phys. Rev. E 91, 050101 (2015) 
* 5 pages, 4 figures, accepted by Phys Rev E (Rapid Communication) 

  Access Paper or Ask Questions

Origin of the computational hardness for learning with binary synapses


Aug 08, 2014
Haiping Huang, Yoshiyuki Kabashima

* Phys. Rev. E 90, 052813 (2014) 
* 9 pages, 1 figure 

  Access Paper or Ask Questions

Entropy landscape of solutions in the binary perceptron problem


Aug 09, 2013
Haiping Huang, K. Y. Michael Wong, Yoshiyuki Kabashima

* J. Phys. A: Math. Theor. 46 (2013) 375002 
* 21 pages, 6 figures, version accepted by Journal of Physics A: Mathematical and Theoretical 

  Access Paper or Ask Questions

Learning by random walks in the weight space of the Ising perceptron


May 30, 2010
Haiping Huang, Haijun Zhou

* J. Stat. Mech.: Theory Exp. P08014 (2010) 
* 12 pages, 4 figures, An extensively revised version 

  Access Paper or Ask Questions