Deepxplore: Automated whitebox testing of deep learning systems

K Pei, Y Cao, J Yang, S Jana - proceedings of the 26th Symposium on …, 2017 - dl.acm.org
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains including self-driving cars and malware detection, where the correctness and …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - mimuw.edu.pl
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Page 1 DeepXplore:
Automated Whitebox Testing of Deep Learning Systems Kexin Pei⋆, Yinzhi Cao†, Junfeng …

DeepXplore

K Pei, Y Cao, J Yang, S Jana - Communications of the ACM, 2019 - cir.nii.ac.jp
抄録< jats: p> Deep learning (DL) systems are increasingly deployed in safety-and security-
critical domains such as self-driving cars and malware detection, where the correctness and …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - 2017 - academia.edu
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains including self-driving cars and malware detection, where the correctness and …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - 2017 - parsa.epfl.ch
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains including self-driving cars and malware detection, where the correctness and …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - pdfs.semanticscholar.org
For example, if an image causes neurons labeled as “Nose” and “Red” to produce high
output values and the DNN misclassifies the input image as a car, such a behavior will never …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - 2017 - cs.uic.edu
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains including self-driving cars and malware detection, where the correctness and …

DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana, E Langlois - 2019 - cs.toronto.edu
DeepXplore: Automated Whitebox Testing of Deep Learning Systems - by Kexin Pei, Yinzhi
Cao, Junfeng Yang, Suman Jana Page 1 DeepXplore: Automated Whitebox Testing of …

DeepXplore: automated whitebox testing of deep learning systems

K Pei, Y Cao, J Yang, S Jana - Communications of the ACM, 2019 - dl.acm.org
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains such as self-driving cars and malware detection, where the correctness and …

[PDF][PDF] DeepXplore: Automated Whitebox Testing of Deep Learning Systems

K Pei, Y Cao, J Yang, S Jana - 2017 - webcluster.cs.columbia.edu
Deep learning (DL) systems are increasingly deployed in safety-and security-critical
domains including self-driving cars and malware detection, where the correctness and …