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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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Patching as Translation: the Data and the Metaphor

Sep 01, 2020
Yangruibo Ding, Baishakhi Ray, Premkumar Devanbu, Vincent J. Hellendoorn


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Multitask Learning Strengthens Adversarial Robustness

Jul 14, 2020
Chengzhi Mao, Amogh Gupta, Vikram Nitin, Baishakhi Ray, Shuran Song, Junfeng Yang, Carl Vondrick


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Pythia: Grammar-Based Fuzzing of REST APIs with Coverage-guided Feedback and Learning-based Mutations

May 23, 2020
Vaggelis Atlidakis, Roxana Geambasu, Patrice Godefroid, Marina Polishchuk, Baishakhi Ray


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A Transformer-based Approach for Source Code Summarization

May 01, 2020
Wasi Uddin Ahmad, Saikat Chakraborty, Baishakhi Ray, Kai-Wei Chang

* This paper is accepted at ACL2020 

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AdvSPADE: Realistic Unrestricted Attacks for Semantic Segmentation

Nov 19, 2019
Guangyu Shen, Chengzhi Mao, Junfeng Yang, Baishakhi Ray


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ConEx: Efficient Exploration of Big-Data System Configurations for Better Performance

Oct 17, 2019
Rahul Krishna, Chong Tang, Kevin Sullivan, Baishakhi Ray


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Unrestricted Adversarial Attacks for Semantic Segmentation

Oct 09, 2019
Guangyu Shen, Chengzhi Mao, Junfeng Yang, Baishakhi Ray


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Metric Learning for Adversarial Robustness

Sep 03, 2019
Chengzhi Mao, Ziyuan Zhong, Junfeng Yang, Carl Vondrick, Baishakhi Ray


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Testing Deep Neural Network based Image Classifiers

May 20, 2019
Yuchi Tian, Ziyuan Zhong, Vicente Ordonez, Baishakhi Ray


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NEUZZ: Efficient Fuzzing with NeuralProgram Smoothing

Nov 04, 2018
Dongdong She, Kexin Pei, Dave Epstein, Junfeng Yang, Baishakhi Ray, Suman Jana


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Building Language Models for Text with Named Entities

May 13, 2018
Md Rizwan Parvez, Saikat Chakraborty, Baishakhi Ray, Kai-Wei Chang


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DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars

Mar 20, 2018
Yuchi Tian, Kexin Pei, Suman Jana, Baishakhi Ray


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