most citedNPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks

5 citations · 5 across the 1 of their papers we have counts for

collaborators

3 papers

cs.LG2022★ 5 cited

NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks

Xiaofei Xie, Tianlin Li, Jian Wang +4

Deep learning has recently been widely applied to many applications across different domains, e.g., image classification and audio recognition. However, the quality of Deep Neural…

cs.CV2019

Interpreting and Improving Adversarial Robustness of Deep Neural Networks with Neuron Sensitivity

Chongzhi Zhang, Aishan Liu, Xianglong Liu +4

Deep neural networks (DNNs) are vulnerable to adversarial examples where inputs with imperceptible perturbations mislead DNNs to incorrect results. Despite the potential risk they…

cs.LG2019

Knowledge Consistency between Neural Networks and Beyond

Ruofan Liang, Tianlin Li, Longfei Li +2

This paper aims to analyze knowledge consistency between pre-trained deep neural networks. We propose a generic definition for knowledge consistency between neural networks at diff…