Search Results for author: Shibo Yao

Found 3 papers, 1 papers with code

Neural Network Pruning as Spectrum Preserving Process

no code implementations18 Jul 2023 Shibo Yao, Dantong Yu, Ioannis Koutis

In this paper, we identify the close connection between matrix spectrum learning and neural network training for dense and convolutional layers and argue that weight pruning is essentially a matrix sparsification process to preserve the spectrum.

Network Pruning

Graph Enabled Cross-Domain Knowledge Transfer

no code implementations7 Apr 2023 Shibo Yao

In such cases, one seeks to fuse side information from a separate domain to mitigate the gap between good representation learning and the scarce knowledge in the domain of interest.

Decision Making Representation Learning +1

Enhancing Domain Word Embedding via Latent Semantic Imputation

1 code implementation21 May 2019 Shibo Yao, Dantong Yu, Keli Xiao

We present a novel method named Latent Semantic Imputation (LSI) to transfer external knowledge into semantic space for enhancing word embedding.

Imputation Language Modelling

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