Towards Improved Testing For Deep Learning

17 February 2019

Papers citing "Towards Improved Testing For Deep Learning"

13 / 13 papers shown

Title
Robust Black-box Testing of Deep Neural Networks using Co-Domain Coverage Aishwarya Gupta Indranil Saha Piyush Rai AAML MLAU 54 1 0 13 Aug 2024
Beyond Accuracy: An Empirical Study on Unit Testing in Open-source Deep Learning Projects Han Wang Sijia Yu Chunyang Chen Burak Turhan Xiaodong Zhu ELM MLAU 54 2 0 26 Feb 2024
NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks Xiaofei Xie Tianlin Li Jian-Xun Wang Lei Ma Qing Guo Felix Juefei Xu Yang Liu AAML 87 55 0 24 Mar 2022
Dynamic Certification for Autonomous Systems Georgios Bakirtzis Steven Carr David Danks Ufuk Topcu 45 10 0 21 Mar 2022
Black-Box Testing of Deep Neural Networks Through Test Case Diversity Zohreh Aghababaeyan Manel Abdellatif Lionel C. Briand Ramesh S M. Bagherzadeh AAML 99 45 0 20 Dec 2021
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks Hua Qi Zhijie Wang Qing Guo Jianlang Chen Felix Juefei Xu Lei Ma Jianjun Zhao AAML AI4CE 81 19 0 26 Nov 2021
How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review Florian Tambon Gabriel Laberge Le An Amin Nikanjam Paulina Stevia Nouwou Mindom Y. Pequignot Foutse Khomh G. Antoniol E. Merlo François Laviolette 113 70 0 26 Jul 2021
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 90 133 0 14 Dec 2020
DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment Bing Yu Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie Lei Ma Jianjun Zhao 21 5 0 19 Nov 2020
Quality Management of Machine Learning Systems P. Santhanam 39 18 0 16 Jun 2020
DeepSearch: A Simple and Effective Blackbox Attack for Deep Neural Networks Fuyuan Zhang Sankalan Pal Chowdhury M. Christakis AAML 58 8 0 14 Oct 2019
Machine Learning Testing: Survey, Landscapes and Horizons Jie M. Zhang Mark Harman Lei Ma Yang Liu VLM AILaw 101 756 0 19 Jun 2019
Taking Care of The Discretization Problem: A Comprehensive Study of the Discretization Problem and A Black-Box Adversarial Attack in Discrete Integer Domain Lei Bu Yuchao Duan Fu Song Zhe Zhao AAML 114 18 0 19 May 2019