22 citations · 51 across the 9 of their papers we have counts for
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cs.LG2023
Representation and decomposition of functions in DAG-DNNs and structural network pruning
Wen-Liang Hwang
The conclusions provided by deep neural networks (DNNs) must be carefully scrutinized to determine whether they are universal or architecture dependent. The term DAG-DNN refers to…
cs.LG2022★ 1 cited
Analysis of function approximation and stability of general DNNs in directed acyclic graphs using un-rectifying analysis
Wen-Liang Hwang, Shih-Shuo Tung
A general lack of understanding pertaining to deep feedforward neural networks (DNNs) can be attributed partly to a lack of tools with which to analyze the composition of non-linea…