68 citations · 100 across the 4 of their papers we have counts for
4 papers
Unsupervised feature learning from finite data by message passing: discontinuous versus continuous phase transition
Haiping Huang, Taro Toyoizumi
Unsupervised neural network learning extracts hidden features from unlabeled training data. This is used as a pretraining step for further supervised learning in deep networks. Hen…
Origin of the computational hardness for learning with binary synapses
Haiping Huang, Yoshiyuki Kabashima
Supervised learning in a binary perceptron is able to classify an extensive number of random patterns by a proper assignment of binary synaptic weights. However, to find such assig…
Code optimization, frozen glassy phase and improved decoding algorithms for low-density parity-check codes
Haiping Huang
The statistical physics properties of low-density parity-check codes for the binary symmetric channel are investigated as a spin glass problem with multi-spin interactions and quen…
Learning by random walks in the weight space of the Ising perceptron
Haiping Huang, Haijun Zhou
Several variants of a stochastic local search process for constructing the synaptic weights of an Ising perceptron are studied. In this process, binary patterns are sequentially pr…