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Xingyi Liu

4 papers hereh-index 7179 citations15 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.ET2
  • cs.LG1
  • physics.class-ph1
same name
  • Xingyi Liu — 1 paper, h 6
  • Xingyi Liu — 1 paper, h 6

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20162023
most citedTensor Decomposition for Model Reduction in Neural Networks: A Review

29 citations · 29 across the 2 of their papers we have counts for

collaborators
Showing cs.ETShow all

2 papers · 1 filter

cs.ET2019

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…

cs.ET2019

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…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.