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DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems

v1v2v3v4 (latest)

DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems

20 March 2018

Felix Juefei Xu

Ting Su

Yang Liu

ArXiv (abs)PDF HTML

Papers citing "DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems"

11 / 211 papers shown

nn-dependability-kit: Engineering Neural Networks for Safety-Critical
Autonomous Driving Systems

nn-dependability-kit: Engineering Neural Networks for Safety-Critical Autonomous Driving Systems

Chih-Hong Cheng

Chung-Hao Huang

Georg Nührenberg

158

11

0

16 Nov 2018

An Orchestrated Empirical Study on Deep Learning Frameworks and
Platforms

An Orchestrated Empirical Study on Deep Learning Frameworks and Platforms

Yang Liu

143

7

0

13 Nov 2018

Formal Verification of Neural Network Controlled Autonomous Systems

Formal Verification of Neural Network Controlled Autonomous Systems

206

148

0

31 Oct 2018

Secure Deep Learning Engineering: A Software Quality Assurance
Perspective

Secure Deep Learning Engineering: A Software Quality Assurance Perspective

Felix Juefei Xu

Yang Liu

137

37

0

10 Oct 2018

Automated Test Generation to Detect Individual Discrimination in AI
Models

Automated Test Generation to Detect Individual Discrimination in AI Models

Diptikalyan Saha

136

44

0

10 Sep 2018

Metamorphic Relation Based Adversarial Attacks on Differentiable Neural
Computer

Metamorphic Relation Based Adversarial Attacks on Differentiable Neural Computer

Felix Juefei Xu

Yang Liu

125

17

0

07 Sep 2018

DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided
Fuzzing

DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing

Felix Juefei Xu

Yang Liu

176

41

0

04 Sep 2018

Testing Untestable Neural Machine Translation: An Industrial Case

Testing Untestable Neural Machine Translation: An Industrial Case

Changrong Zhang

147

28

0

06 Jul 2018

Combinatorial Testing for Deep Learning Systems

Combinatorial Testing for Deep Learning Systems

Yang Liu

142

74

0

20 Jun 2018

Concolic Testing for Deep Neural Networks

Concolic Testing for Deep Neural Networks

Min Wu

Marta Kwiatkowska

Daniel Kroening

337

344

0

30 Apr 2018

Generating Natural Adversarial Examples

Generating Natural Adversarial Examples

584

644

0

31 Oct 2017