DeepGauge: Comprehensive and Multi-Granularity Testing Criteria for Gauging the Robustness of Deep Learning Systems

Lei Ma
Lei Ma
Jiyuan Sun
Jiyuan Sun
Chunyang Chen
Chunyang Chen
Fuyuan Zhang
Fuyuan Zhang
Minhui Xue
Minhui Xue

arXiv: Software Engineering, Volume abs/1803.07519, 2018.

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Abstract:

Deep learning defines a new data-driven programming paradigm that constructs the internal system logic of a crafted neuron network through a set of training data. Deep learning (DL) has been widely adopted in many safety-critical scenarios. However, a plethora of studies have shown that the state-of-the-art DL systems suffer from various ...More

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