Search Results for author: Zexu Liu

Found 3 papers, 1 papers with code

Understanding, Analyzing, and Optimizing the Complexity of Deep Models

no code implementations1 Jan 2021 Jie Ren, Mingjie Li, Meng Zhou, Shih-Han Chan, Zexu Liu, Quanshi Zhang

Based on the proposed metrics, we analyze two typical phenomena of the change of the transformation complexity during the training process, and explore the ceiling of a DNN’s complexity.

Disentanglement

Interpreting and Disentangling Feature Components of Various Complexity from DNNs

1 code implementation29 Jun 2020 Jie Ren, Mingjie Li, Zexu Liu, Quanshi Zhang

This paper aims to define, quantify, and analyze the feature complexity that is learned by a DNN.

Knowledge Distillation

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