Adversarial Sample Detection for Deep Neural Network through Model
Mutation Testing

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Adversarial Sample Detection for Deep Neural Network through Model Mutation Testing

14 December 2018

Jun Sun

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Papers citing "Adversarial Sample Detection for Deep Neural Network through Model Mutation Testing"

18 / 68 papers shown

Title
Metamorphic Testing for Object Detection Systems Shuai Wang Z. Su 75 24 0 19 Dec 2019
Callisto: Entropy based test generation and data quality assessment for Machine Learning Systems Sakshi Udeshi Xingbin Jiang Sudipta Chattopadhyay OOD 25 6 0 11 Dec 2019
Towards Security Threats of Deep Learning Systems: A Survey Yingzhe He Guozhu Meng Kai Chen Xingbo Hu Jinwen He AAML ELM 56 14 0 28 Nov 2019
There is Limited Correlation between Coverage and Robustness for Deep Neural Networks Yizhen Dong Peixin Zhang Jingyi Wang Shuang Liu Jun Sun Jianye Hao Xinyu Wang Li Wang J. Dong Ting Dai OOD AAML 76 32 0 14 Nov 2019
Operational Calibration: Debugging Confidence Errors for DNNs in the Field Zenan Li Xiaoxing Ma Chang Xu Jingwei Xu Chun Cao Jian Lu 58 28 0 06 Oct 2019
Leveraging Model Interpretability and Stability to increase Model Robustness Leilei Gan T. Michel Alexandre Briot AAML FAtt 36 1 0 01 Oct 2019
Towards Interpreting Recurrent Neural Networks through Probabilistic Abstraction Guoliang Dong Jingyi Wang Jun Sun Yang Zhang Xinyu Wang Ting Dai J. Dong Xingen Wang FaML 58 3 0 22 Sep 2019
Toward Robust Image Classification Basemah Alshemali Alta Graham Jugal Kalita AAML 44 7 0 19 Sep 2019
Learning to Disentangle Robust and Vulnerable Features for Adversarial Detection Byunggill Joe Sung Ju Hwang I. Shin AAML 38 1 0 10 Sep 2019
Explaining Image Classifiers using Statistical Fault Localization Youcheng Sun Hana Chockler Xiaowei Huang Daniel Kroening FAtt AAML 30 7 0 06 Aug 2019
Model Agnostic Defence against Backdoor Attacks in Machine Learning Sakshi Udeshi Shanshan Peng Gerald Woo Lionell Loh Louth Rawshan Sudipta Chattopadhyay AAML 46 107 0 06 Aug 2019
Structure-Invariant Testing for Machine Translation Pinjia He Clara Meister Z. Su 75 106 0 19 Jul 2019
Machine Learning Testing: Survey, Landscapes and Horizons Jie M. Zhang Mark Harman Lei Ma Yang Liu VLM AILaw 110 757 0 19 Jun 2019
Testing DNN Image Classifiers for Confusion & Bias Errors Yuchi Tian Ziyuan Zhong Vicente Ordonez Gail E. Kaiser Baishakhi Ray 153 53 0 20 May 2019
Test Selection for Deep Learning Systems Wei Ma Mike Papadakis Anestis Tsakmalis Maxime Cordy Yves Le Traon OOD 73 93 0 30 Apr 2019
Grammar Based Directed Testing of Machine Learning Systems Sakshi Udeshi Sudipta Chattopadhyay 83 15 0 26 Feb 2019
Formal Verification of Neural Network Controlled Autonomous Systems Xiaowu Sun Haitham Khedr Yasser Shoukry 103 141 0 31 Oct 2018
Testing Deep Neural Networks Youcheng Sun Xiaowei Huang Daniel Kroening James Sharp Matthew Hill Rob Ashmore AAML 88 219 0 10 Mar 2018