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20182023
most citedMeta-Learning with Hessian-Free Approach in Deep Neural Nets Training

2 citations · 3 across the 7 of their papers we have counts for

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cs.LG2023

Ternary Singular Value Decomposition as a Better Parameterized Form in Linear Mapping

Boyu Chen, Hanxuan Chen, Jiao He +2

We present a simple yet novel parameterized form of linear mapping to achieves remarkable network compression performance: a pseudo SVD called Ternary SVD (TSVD). Unlike vanilla SV…

stat.ML2023

Modify Training Directions in Function Space to Reduce Generalization Error

Yi Yu, Wenlian Lu, Boyu Chen

We propose theoretical analyses of a modified natural gradient descent method in the neural network function space based on the eigendecompositions of neural tangent kernel and Fis…