Detecting Defects in Deep Learning Systems: a Survey

Author:

Xing Shangyu1,Zhou Junjie1,Zhu Fukang1,Yang Xiaowen1,Wang Yu1,Wang Linzhang1

Affiliation:

1. State Key Laboratory for Novel Software Technology, Department of Computer Science and Technology, Nanjing University, China

Funder

CCF-Huawei Innovation Research Plan

Supported by the Fundamental ResearchFunds for the Central Universities

Publisher

ACM

Reference64 articles.

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2. Rami Al-Rfou and Guillaume Alain el al.2016. Theano: A Python framework for fast computation of mathematical expressions. CoRR abs/1605.02688(2016). arXiv:1605.02688http://arxiv.org/abs/1605.02688 Rami Al-Rfou and Guillaume Alain el al.2016. Theano: A Python framework for fast computation of mathematical expressions. CoRR abs/1605.02688(2016). arXiv:1605.02688http://arxiv.org/abs/1605.02688

3. Abbaspour Asadollah S. Sundmark D. Eldh and S. et al. 2017. Concurrency bugs in open source software: a case study. J Internet Serv Appl (apr 2017). https://doi.org/10.1186/s13174-017-0055-2 Abbaspour Asadollah S. Sundmark D. Eldh and S. et al. 2017. Concurrency bugs in open source software: a case study. J Internet Serv Appl (apr 2017). https://doi.org/10.1186/s13174-017-0055-2

4. Simone Atzeni , Ganesh Gopalakrishnan , Zvonimir Rakamaric , Ignacio Laguna , Gregory  L. Lee , and Dong  H. Ahn . 2018 . SWORD: A Bounded Memory-Overhead Detector of OpenMP Data Races in Production Runs. In 2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS). 845–854 . https://doi.org/10.1109/IPDPS.2018.00094 Simone Atzeni, Ganesh Gopalakrishnan, Zvonimir Rakamaric, Ignacio Laguna, Gregory L. Lee, and Dong H. Ahn. 2018. SWORD: A Bounded Memory-Overhead Detector of OpenMP Data Races in Production Runs. In 2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS). 845–854. https://doi.org/10.1109/IPDPS.2018.00094

5. Deadlocks in distributed systems;Bhatia Yogesh;International Journal of Research,2014

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