Importance-Driven Deep Learning System Testing

Importance-Driven Deep Learning System Testing

9 February 2020

Simos Gerasimou

Hasan Ferit Eniser

Papers citing "Importance-Driven Deep Learning System Testing"

12 / 12 papers shown

Title
Scope Compliance Uncertainty Estimate Al-Harith Farhad Ioannis Sorokos Mohammed Naveed Akram Koorosh Aslansefat Daniel Schneider 13 0 0 17 Dec 2023
DeepGD: A Multi-Objective Black-Box Test Selection Approach for Deep Neural Networks Zohreh Aghababaeyan Manel Abdellatif Mahboubeh Dadkhah Lionel C. Briand AAML 26 15 0 08 Mar 2023
Testing the Channels of Convolutional Neural Networks Kang Choi Donghyun Son Younghoon Kim Jiwon Seo 15 1 0 06 Mar 2023
Neuroevolutionary algorithms driven by neuron coverage metrics for semi-supervised classification Roberto Santana Ivan Hidalgo-Cenalmor Unai Garciarena A. Mendiburu Jose A. Lozano 17 2 0 05 Mar 2023
Mimose: An Input-Aware Checkpointing Planner for Efficient Training on GPU Jian-He Liao Mingzhen Li Qingxiao Sun Jiwei Hao F. Yu ... Ye Tao Zicheng Zhang Hailong Yang Zhongzhi Luan D. Qian 10 4 0 06 Sep 2022
Black-Box Testing of Deep Neural Networks Through Test Case Diversity Zohreh Aghababaeyan Manel Abdellatif Lionel C. Briand Ramesh S M. Bagherzadeh AAML 26 41 0 20 Dec 2021
Machine Learning Model Development from a Software Engineering Perspective: A Systematic Literature Review Giuliano Lorenzoni Paulo S. C. Alencar Nathalia Nascimento Donald D. Cowan 11 17 0 15 Feb 2021
DeepSafe: A Data-driven Approach for Checking Adversarial Robustness in Neural Networks D. Gopinath Guy Katz C. Păsăreanu Clark W. Barrett AAML 42 87 0 02 Oct 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,599 0 19 Feb 2017
Reluplex: An Efficient SMT Solver for Verifying Deep Neural Networks Guy Katz Clark W. Barrett D. Dill Kyle D. Julian Mykel Kochenderfer AAML 222 1,832 0 03 Feb 2017
Safety Verification of Deep Neural Networks Xiaowei Huang M. Kwiatkowska Sen Wang Min Wu AAML 178 929 0 21 Oct 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 250 5,830 0 08 Jul 2016