DLRegion: Coverage-guided fuzz testing of deep neural networks with region-based neuron selection strategies

End to End Learning for Self-Driving Cars

Mariusz Bojarski, Davide Testa, Daniel Dworakowski et al. · arXiv (Cornell University) · 2016 · 3.1K citations · Full text

Computing, Autonomous Systems, Computer Science +17

CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep\n Learning

Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu et al. · arXiv (Cornell University) · 2017 · 1.5K citations · Full text

Medicine, Computer Science, Radiology +15

Testing Deep Neural Networks

Youcheng Sun, Xiaowei Huang, Daniel Kroening · arXiv (Cornell University) · 2018 · 176 citations · Full text

Computing, Computer Science, Artificial Intelligence +13

DeepXplore: Automated Whitebox Testing of Deep Learning Systems

arXiv (Cornell University) · 2017 · 103 citations · Full text

Computing, Computer Science, Cybersecurity +17

Test Selection for Deep Learning Systems

Mike Papadakis, Anestis Tsakmalis, Maxime Cordy et al. · ACM Transactions on Software Engineering and Methodology · 2021 · 99 citations · Full text

Computing, Computer Science, Artificial Intelligence +15