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Deep Learning & Software Engineering: State of Research and Future Directions

Sep 17, 2020
Prem Devanbu, Matthew Dwyer, Sebastian Elbaum, Michael Lowry, Kevin Moran, Denys Poshyvanyk, Baishakhi Ray, Rishabh Singh, Xiangyu Zhang

* Community Report from the 2019 NSF Workshop on Deep Learning & Software Engineering, 37 pages 

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A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research

Sep 14, 2020
Cody Watson, Nathan Cooper, David Nader Palacio, Kevin Moran, Denys Poshyvanyk

* 48 pages, Currently under review 

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Translating Video Recordings of Mobile App Usages into Replayable Scenarios

May 18, 2020
Carlos Bernal-Cárdenas, Nathan Cooper, Kevin Moran, Oscar Chaparro, Andrian Marcus, Denys Poshyvanyk

* In proceedings of the 42nd International Conference on Software Engineering (ICSE'20), 13 pages 

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Improving the Effectiveness of Traceability Link Recovery using Hierarchical Bayesian Networks

May 18, 2020
Kevin Moran, David N. Palacio, Carlos Bernal-Cárdenas, Daniel McCrystal, Denys Poshyvanyk, Chris Shenefiel, Jeff Johnson

* Accepted in the Proceedings of the 42nd International Conference on Software Engineering (ICSE'20), 13 pages 

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DeepMutation: A Neural Mutation Tool

Feb 13, 2020
Michele Tufano, Jason Kimko, Shiya Wang, Cody Watson, Gabriele Bavota, Massimiliano Di Penta, Denys Poshyvanyk

* Accepted to the 42nd ACM/IEEE International Conference on Software Engineering (ICSE 2020), Demonstrations Track - Seoul, South Korea, May 23-29, 2020, 4 pages 

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On Learning Meaningful Code Changes via Neural Machine Translation

Jan 25, 2019
Michele Tufano, Jevgenija Pantiuchina, Cody Watson, Gabriele Bavota, Denys Poshyvanyk

* Accepted to the 41st ACM/IEEE International Conference on Software Engineering (ICSE 2019) - Montreal, QC, Canada, May 25-31, 2019, 12 pages 

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SequenceR: Sequence-to-Sequence Learning for End-to-End Program Repair

Dec 24, 2018
Zimin Chen, Steve Kommrusch, Michele Tufano, Louis-Noël Pouchet, Denys Poshyvanyk, Martin Monperrus

* 21 pages, 15 figures 

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Machine Learning-Based Prototyping of Graphical User Interfaces for Mobile Apps

Jun 05, 2018
Kevin Moran, Carlos Bernal-Cárdenas, Michael Curcio, Richard Bonett, Denys Poshyvanyk

* Accepted to IEEE Transactions on Software Engineering 

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