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ICSE 2020
Wed 24 June - Thu 16 July 2020
Sat 11 Jul 2020 00:48 - 01:00 at Goguryeo - P26-Deep Learning Testing and Debugging Chair(s): Tim Menzies

Significant interest in applying Deep Neural Network (DNN) has fueled the need to support engineering of software that uses DNNs. Repairing software that uses DNNs is one such unmistakable SE need where automated tools could be very helpful; however, we do not fully understand challenges to repairing and patterns that are utilized when manually repairing them. What challenges should automated repair tools address? What are the repair patterns whose automation could help developers? Which repair patterns should be assigned a higher priority for automation? This work presents a comprehensive study of bug fix patterns to address these questions. We have studied 415 repairs from StackOverflow and 555 repairs from GitHub for five popular deep learning libraries Caffe, Keras, TensorFlow, Theano, and Torch to understand challenges in repairs and bug repair patterns. Our key findings reveal that DNN bug fix patterns are distinctive compared to traditional bug fix patterns; the most common bug fix patterns are fixing data dimension and neural network connectivity; DNN bug fixes have the potential to introduce adversarial vulnerabilities; DNN bug fixes frequently introduce new bugs; and DNN bug localization, reuse of trained model, and coping with frequent releases are major challenges faced by developers when fixing bugs. We also contribute a benchmark of 667 DNN (bug, repair) instances.

Sat 11 Jul
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00:00 - 01:00: Paper Presentations - P26-Deep Learning Testing and Debugging at Goguryeo
Chair(s): Tim MenziesNorth Carolina State University
icse-2020-papers00:00 - 00:12
Brandon PaulsenUniversity of Southern California, Jingbo WangUniversity of Southern California, Chao WangUSC
icse-2020-papers00:12 - 00:24
Pinjia HeETH Zurich, Clara MeisterETH Zurich, Zhendong SuETH Zurich, Switzerland
icse-2020-papers00:24 - 00:36
Zeyu SunPeking University, Jie M. ZhangUniversity College London, UK, Mark HarmanFacebook and University College London, Mike PapadakisUniversity of Luxembourg, Lu ZhangPeking University, China
icse-2020-papers00:36 - 00:48
Yuchi TianColumbia University, Ziyuan ZhongColumbia University, Vicente OrdonezUniversity of Virginia, Gail KaiserColumbia University, Baishakhi RayColumbia University, New York
icse-2020-papers00:48 - 01:00
Md Johirul IslamIowa State University, Rangeet PanIowa State University, USA, Giang NguyenDept. of Computer Science, Iowa State University, Hridesh RajanIowa State University, USA