29 citations · 61 across the 4 of their papers we have counts for
4 papers
Tensor Decomposition for Model Reduction in Neural Networks: A Review
Xingyi Liu, Keshab K. Parhi
Modern neural networks have revolutionized the fields of computer vision (CV) and Natural Language Processing (NLP). They are widely used for solving complex CV tasks and NLP tasks…
Training DNA Perceptrons via Fractional Coding
Xingyi Liu, Keshab K. Parhi
This paper describes a novel approach to synthesize molecular reactions to train a perceptron, i.e., a single-layered neural network, with sigmoidal activation function. The approa…
Molecular and DNA Artificial Neural Networks via Fractional Coding
Xingyi Liu, Keshab K. Parhi
This paper considers implementation of artificial neural networks (ANNs) using molecular computing and DNA based on fractional coding. Prior work had addressed molecular two-layer…
Rectification Effect on Solitary Waves in the Symmetric Y-shaped Granular Chain
Xingyi Liu, Tengfei Jiao, Jiaye Su +3
The rectification effect on the propagation of solitary waves in the symmetric Y-shaped granular chain is numerically investigated in this Letter. A heterojunction with mass mismat…