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Scalable deep learning for bug detection [article]

Rafael-Michael Karampatsis, University Of Edinburgh, Charles Sutton, Maria Lapata
However, it is very difficult to estimate the recall of repair techniques based on templates or based on repairing simple bugs, as there are no datasets about how often the associated bugs occur in code  ...  This fundamental fact prohibits training of Neural models on large-scale software corpora. This thesis aimed on addressing this problem.  ...  In Proceedings of the 26th International Conference on Neural Information Processing Systems -Volume 2, NIPS'13, pages 3111-3119, USA. Curran Associates Inc.  ... 
doi:10.7488/era/1074 fatcat:wj7uxlm73fehxlxrqx35f6rreu