Fast Robustness Prediction for Deep Neural Network

Yuehuan Wang
Yuehuan Wang
Zenan Li
Zenan Li
Jingwei Xu
Jingwei Xu
Ping Yu
Ping Yu

Proceedings of the 11th Asia-Pacific Symposium on Internetware, pp. 112019.

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Keywords:
Deep Neural Networks Prediction Robustness

Abstract:

Deep neural networks (DNNs) have achieved impressive performance in many difficult tasks. However, DNN models are essentially uninterpretable to humans, and unfortunately prone to adversarial attacks, which hinders their adoption in security and safety-critical scenarios. The robustness of a DNN model, which measures its stableness agains...More

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