Generating Accurate Assert Statements for Unit Test Cases using Pretrained Transformers
Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Neel Sundaresan
2022 IEEE/ACM International Conference on Automation of Software Test (AST) | May 2022
May 8, 2022 –
May 20, 2022
Microsoft at ICSE 2022
Eastern Daylight Time (UTC -4)
Location: Hybrid | Pittsburgh, PA
Publications
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Refty: Refinement Types for Valid Deep Learning Models
Yanjie Gao, Zhengxian Li, Haoxiang Lin, Hongyu Zhang, Ming Wu, Mao Yang
ICSE 2022 | May 2022
The 44th International Conference on Software Engineering
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A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
International Conference on Software Engineering | May 2022
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InspectJS: Leveraging Code Similarity and User-Feedback for Effective Taint Specification Inference for JavaScript
Saikat Dutta, Diego Garbervetsky, Shuvendu Lahiri, Max Schäfer
ICSE 2022 | May 2022
Software Engineering in Practice SEIP Track
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“Can You Help Me?” An Experience Report of Teamwork in a Game Coding Camp for Autistic High School Students
Makayla Moster, Ella Kokinda, Matthew Re, James Dominic, Jason Lehmann, Andrew Begel, Paige Rodeghero
ICSE 2022 | May 2022
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A Culture of Productivity: Maximizing Productivity by Maximizing Wellbeing
ICSE 2022 | May 2022
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Attracting and Retaining OSS contributors with a Maintainer Dashboard
Mariam Guizani, Tom Zimmermann, Anita Sarma, Denae Ford
ICSE 2022 | May 2022
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DeepAnalyze: Learning to Localize Crashes at Scale
Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari
ICSE 2022 | May 2022
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Jigsaw: Large Language Models meet Program Synthesis
Naman Jain, Skanda Vaidyanath, Arun Iyer, Nagarajan Natarajan, Suresh Parthasarathy, Sriram Rajamani, Rahul Sharma
International Conference on Software Engineering (ICSE) | May 2022
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Learning to Reduce False Positives in Analytic Bug Detectors
Anant Kharkar, Roshanak Zilouchian Moghaddam, Matthew Jin, Xiaoyu Liu, Xin Shi, Colin Clement, Neel Sundaresan
International Conference on Software Engineering | May 2022
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Methods2Test: A dataset of focal methods mapped to test cases
Michele Tufano, Shao Kun Deng, Neel Sundaresan, Alexey Svyatkovskiy
2022 International Conference on Mining Software Repositories (MSR) | May 2022
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Nufix: Escape From NuGet Dependency Maze
Zhenming Li, Ying Wang, Zeqi Lin, Shing-Chi Cheung, Jian-Guang Lou
International Conference on Software Engineering | May 2022
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ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
Ziqi Zhang, Yuanchun Li, Jindong Wang, Bingyan Liu, Ding Li, Xiangqun Chen, Yao Guo, Yunxin Liu
ICSE 2022 | May 2022
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Strategies for Reuse and Sharing among Data Scientists in Software Teams
Will Epperson, April Wang, Robert DeLIne, Steven Drucker
ICSE 2022 | May 2022
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Testing Machine Learning Systems in Industry: An Empirical Study
Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
ICSE 2022 | May 2022
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TOGA: A Neural Method for Test Oracle Generation
Elizabeth Dinella, Gabriel Ryan, Todd Mytkowicz, Shuvendu Lahiri
ICSE 2022 | May 2022
ICSE'22 ACM SIGSOFT Distinguished Award
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Towards Mining OSS Skills from GitHub Activity
Jenny T. Liang , Tom Zimmermann, Denae Ford
ICSE 2022 | May 2022
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What are Weak Links in the npm Supply Chain?
Nusrat Zahan, Tom Zimmermann, Patrice Godefroid, Brendan Murphy, Chandra Maddila, Laurie Williams
ICSE 2022 | May 2022
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On the Evaluation of Neural Code Summarization
Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
International Conference on Software Engineering (ICSE’22) | February 2022
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DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
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Search-based Diverse Sampling from Real-world Software Product Lines
Yi Xiang, Han Huang, Yuren Zhou, Sizhe Li, Chuan Luo, Qingwei Lin 林庆维, Miqing Li, Xiaowei Yang
ICSE 2022 | January 2022
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How Developers and Managers Define and Trade Productivity for Quality
Margaret-Anne D. Storey, Brian Houck, Tom Zimmermann
ICSE 2022 | November 2021
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Including Everyone, Everywhere: Understanding Opportunities and Challenges of Geographic Gender-Inclusion in OSS
Gede Artha Azriadi Prana, Denae Ford, Ayushi Rastogi, David Lo, Rahul Purandare, Nachiappan Nagappan
ICSE 2022 | September 2021
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LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
ICSE 2022 | April 2021
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An empirical study of release note production and usage in practice
Tingting Bi, Xin Xia, David Lo, John Grundy, Tom Zimmermann
ICSE 2022 | November 2020
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A Tale of Two Cities: Software Developers Working from Home During the COVID-19 Pandemic.
Denae Ford, Margaret-Anne Storey, Tom Zimmermann, Christian Bird, Sonia Jaffe, Chandra Maddila, Jenna Butler, Brian Houck, Nachi Nagappan
August 2020
ArXiv | August 2020
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Refty: Refinement Types for Valid Deep Learning Models
Yanjie Gao, Zhengxian Li, Haoxiang Lin, Hongyu Zhang, Ming Wu, Mao Yang
ICSE 2022 | May 2022
The 44th International Conference on Software Engineering
-
Generating Accurate Assert Statements for Unit Test Cases using Pretrained Transformers
Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Neel Sundaresan
2022 IEEE/ACM International Conference on Automation of Software Test (AST) | May 2022
-
A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
International Conference on Software Engineering | May 2022
-
InspectJS: Leveraging Code Similarity and User-Feedback for Effective Taint Specification Inference for JavaScript
Saikat Dutta, Diego Garbervetsky, Shuvendu Lahiri, Max Schäfer
ICSE 2022 | May 2022
Software Engineering in Practice SEIP Track
-
A Culture of Productivity: Maximizing Productivity by Maximizing Wellbeing
ICSE 2022 | May 2022
-
Methods2Test: A dataset of focal methods mapped to test cases
Michele Tufano, Shao Kun Deng, Neel Sundaresan, Alexey Svyatkovskiy
2022 International Conference on Mining Software Repositories (MSR) | May 2022
-
“Can You Help Me?” An Experience Report of Teamwork in a Game Coding Camp for Autistic High School Students
Makayla Moster, Ella Kokinda, Matthew Re, James Dominic, Jason Lehmann, Andrew Begel, Paige Rodeghero
ICSE 2022 | May 2022
-
Attracting and Retaining OSS contributors with a Maintainer Dashboard
Mariam Guizani, Tom Zimmermann, Anita Sarma, Denae Ford
ICSE 2022 | May 2022
-
Strategies for Reuse and Sharing among Data Scientists in Software Teams
Will Epperson, April Wang, Robert DeLIne, Steven Drucker
ICSE 2022 | May 2022
-
Testing Machine Learning Systems in Industry: An Empirical Study
Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
ICSE 2022 | May 2022
-
TOGA: A Neural Method for Test Oracle Generation
Elizabeth Dinella, Gabriel Ryan, Todd Mytkowicz, Shuvendu Lahiri
ICSE 2022 | May 2022
ICSE'22 ACM SIGSOFT Distinguished Award
-
Towards Mining OSS Skills from GitHub Activity
Jenny T. Liang , Tom Zimmermann, Denae Ford
ICSE 2022 | May 2022
-
Learning to Reduce False Positives in Analytic Bug Detectors
Anant Kharkar, Roshanak Zilouchian Moghaddam, Matthew Jin, Xiaoyu Liu, Xin Shi, Colin Clement, Neel Sundaresan
International Conference on Software Engineering | May 2022
-
Nufix: Escape From NuGet Dependency Maze
Zhenming Li, Ying Wang, Zeqi Lin, Shing-Chi Cheung, Jian-Guang Lou
International Conference on Software Engineering | May 2022
-
Jigsaw: Large Language Models meet Program Synthesis
Naman Jain, Skanda Vaidyanath, Arun Iyer, Nagarajan Natarajan, Suresh Parthasarathy, Sriram Rajamani, Rahul Sharma
International Conference on Software Engineering (ICSE) | May 2022
-
DeepAnalyze: Learning to Localize Crashes at Scale
Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari
ICSE 2022 | May 2022
-
On the Evaluation of Neural Code Summarization
Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
International Conference on Software Engineering (ICSE’22) | February 2022
-
How Developers and Managers Define and Trade Productivity for Quality
Margaret-Anne D. Storey, Brian Houck, Tom Zimmermann
ICSE 2022 | November 2021
-
Including Everyone, Everywhere: Understanding Opportunities and Challenges of Geographic Gender-Inclusion in OSS
Gede Artha Azriadi Prana, Denae Ford, Ayushi Rastogi, David Lo, Rahul Purandare, Nachiappan Nagappan
ICSE 2022 | September 2021
-
LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
ICSE 2022 | April 2021
-
An empirical study of release note production and usage in practice
Tingting Bi, Xin Xia, David Lo, John Grundy, Tom Zimmermann
ICSE 2022 | November 2020
-
A Tale of Two Cities: Software Developers Working from Home During the COVID-19 Pandemic.
Denae Ford, Margaret-Anne Storey, Tom Zimmermann, Christian Bird, Sonia Jaffe, Chandra Maddila, Jenna Butler, Brian Houck, Nachi Nagappan
August 2020
ArXiv | August 2020
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-
A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
International Conference on Software Engineering | May 2022
-
InspectJS: Leveraging Code Similarity and User-Feedback for Effective Taint Specification Inference for JavaScript
Saikat Dutta, Diego Garbervetsky, Shuvendu Lahiri, Max Schäfer
ICSE 2022 | May 2022
Software Engineering in Practice SEIP Track
-
ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
Ziqi Zhang, Yuanchun Li, Jindong Wang, Bingyan Liu, Ding Li, Xiangqun Chen, Yao Guo, Yunxin Liu
ICSE 2022 | May 2022
-
What are Weak Links in the npm Supply Chain?
Nusrat Zahan, Tom Zimmermann, Patrice Godefroid, Brendan Murphy, Chandra Maddila, Laurie Williams
ICSE 2022 | May 2022
-
LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
ICSE 2022 | April 2021
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-
-
Attracting and Retaining OSS contributors with a Maintainer Dashboard
Mariam Guizani, Tom Zimmermann, Anita Sarma, Denae Ford
ICSE 2022 | May 2022
-
Towards Mining OSS Skills from GitHub Activity
Jenny T. Liang , Tom Zimmermann, Denae Ford
ICSE 2022 | May 2022
-
Including Everyone, Everywhere: Understanding Opportunities and Challenges of Geographic Gender-Inclusion in OSS
Gede Artha Azriadi Prana, Denae Ford, Ayushi Rastogi, David Lo, Rahul Purandare, Nachiappan Nagappan
ICSE 2022 | September 2021
-
A Tale of Two Cities: Software Developers Working from Home During the COVID-19 Pandemic.
Denae Ford, Margaret-Anne Storey, Tom Zimmermann, Christian Bird, Sonia Jaffe, Chandra Maddila, Jenna Butler, Brian Houck, Nachi Nagappan
August 2020
ArXiv | August 2020
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Refty: Refinement Types for Valid Deep Learning Models
Yanjie Gao, Zhengxian Li, Haoxiang Lin, Hongyu Zhang, Ming Wu, Mao Yang
ICSE 2022 | May 2022
The 44th International Conference on Software Engineering
-
Testing Machine Learning Systems in Industry: An Empirical Study
Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
ICSE 2022 | May 2022
-
TOGA: A Neural Method for Test Oracle Generation
Elizabeth Dinella, Gabriel Ryan, Todd Mytkowicz, Shuvendu Lahiri
ICSE 2022 | May 2022
ICSE'22 ACM SIGSOFT Distinguished Award
-
Learning to Reduce False Positives in Analytic Bug Detectors
Anant Kharkar, Roshanak Zilouchian Moghaddam, Matthew Jin, Xiaoyu Liu, Xin Shi, Colin Clement, Neel Sundaresan
International Conference on Software Engineering | May 2022
-
Jigsaw: Large Language Models meet Program Synthesis
Naman Jain, Skanda Vaidyanath, Arun Iyer, Nagarajan Natarajan, Suresh Parthasarathy, Sriram Rajamani, Rahul Sharma
International Conference on Software Engineering (ICSE) | May 2022
-
DeepAnalyze: Learning to Localize Crashes at Scale
Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari
ICSE 2022 | May 2022
-
On the Evaluation of Neural Code Summarization
Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
International Conference on Software Engineering (ICSE’22) | February 2022
-
DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
-
Search-based Diverse Sampling from Real-world Software Product Lines
Yi Xiang, Han Huang, Yuren Zhou, Sizhe Li, Chuan Luo, Qingwei Lin 林庆维, Miqing Li, Xiaowei Yang
ICSE 2022 | January 2022
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DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
-
Search-based Diverse Sampling from Real-world Software Product Lines
Yi Xiang, Han Huang, Yuren Zhou, Sizhe Li, Chuan Luo, Qingwei Lin 林庆维, Miqing Li, Xiaowei Yang
ICSE 2022 | January 2022
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DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
-
Search-based Diverse Sampling from Real-world Software Product Lines
Yi Xiang, Han Huang, Yuren Zhou, Sizhe Li, Chuan Luo, Qingwei Lin 林庆维, Miqing Li, Xiaowei Yang
ICSE 2022 | January 2022
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-
Refty: Refinement Types for Valid Deep Learning Models
Yanjie Gao, Zhengxian Li, Haoxiang Lin, Hongyu Zhang, Ming Wu, Mao Yang
ICSE 2022 | May 2022
The 44th International Conference on Software Engineering
-
DeepAnalyze: Learning to Localize Crashes at Scale
Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari
ICSE 2022 | May 2022
-
DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
-
-
-
Refty: Refinement Types for Valid Deep Learning Models
Yanjie Gao, Zhengxian Li, Haoxiang Lin, Hongyu Zhang, Ming Wu, Mao Yang
ICSE 2022 | May 2022
The 44th International Conference on Software Engineering
-
Generating Accurate Assert Statements for Unit Test Cases using Pretrained Transformers
Michele Tufano, Dawn Drain, Alexey Svyatkovskiy, Neel Sundaresan
2022 IEEE/ACM International Conference on Automation of Software Test (AST) | May 2022
-
A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
International Conference on Software Engineering | May 2022
-
InspectJS: Leveraging Code Similarity and User-Feedback for Effective Taint Specification Inference for JavaScript
Saikat Dutta, Diego Garbervetsky, Shuvendu Lahiri, Max Schäfer
ICSE 2022 | May 2022
Software Engineering in Practice SEIP Track
-
A Culture of Productivity: Maximizing Productivity by Maximizing Wellbeing
ICSE 2022 | May 2022
-
Methods2Test: A dataset of focal methods mapped to test cases
Michele Tufano, Shao Kun Deng, Neel Sundaresan, Alexey Svyatkovskiy
2022 International Conference on Mining Software Repositories (MSR) | May 2022
-
“Can You Help Me?” An Experience Report of Teamwork in a Game Coding Camp for Autistic High School Students
Makayla Moster, Ella Kokinda, Matthew Re, James Dominic, Jason Lehmann, Andrew Begel, Paige Rodeghero
ICSE 2022 | May 2022
-
Attracting and Retaining OSS contributors with a Maintainer Dashboard
Mariam Guizani, Tom Zimmermann, Anita Sarma, Denae Ford
ICSE 2022 | May 2022
-
Strategies for Reuse and Sharing among Data Scientists in Software Teams
Will Epperson, April Wang, Robert DeLIne, Steven Drucker
ICSE 2022 | May 2022
-
Testing Machine Learning Systems in Industry: An Empirical Study
Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
ICSE 2022 | May 2022
-
ReMoS: Reducing Defect Inheritance in Transfer Learning via Relevant Model Slicing
Ziqi Zhang, Yuanchun Li, Jindong Wang, Bingyan Liu, Ding Li, Xiangqun Chen, Yao Guo, Yunxin Liu
ICSE 2022 | May 2022
-
What are Weak Links in the npm Supply Chain?
Nusrat Zahan, Tom Zimmermann, Patrice Godefroid, Brendan Murphy, Chandra Maddila, Laurie Williams
ICSE 2022 | May 2022
-
TOGA: A Neural Method for Test Oracle Generation
Elizabeth Dinella, Gabriel Ryan, Todd Mytkowicz, Shuvendu Lahiri
ICSE 2022 | May 2022
ICSE'22 ACM SIGSOFT Distinguished Award
-
Towards Mining OSS Skills from GitHub Activity
Jenny T. Liang , Tom Zimmermann, Denae Ford
ICSE 2022 | May 2022
-
Learning to Reduce False Positives in Analytic Bug Detectors
Anant Kharkar, Roshanak Zilouchian Moghaddam, Matthew Jin, Xiaoyu Liu, Xin Shi, Colin Clement, Neel Sundaresan
International Conference on Software Engineering | May 2022
-
Nufix: Escape From NuGet Dependency Maze
Zhenming Li, Ying Wang, Zeqi Lin, Shing-Chi Cheung, Jian-Guang Lou
International Conference on Software Engineering | May 2022
-
Jigsaw: Large Language Models meet Program Synthesis
Naman Jain, Skanda Vaidyanath, Arun Iyer, Nagarajan Natarajan, Suresh Parthasarathy, Sriram Rajamani, Rahul Sharma
International Conference on Software Engineering (ICSE) | May 2022
-
DeepAnalyze: Learning to Localize Crashes at Scale
Manish Shetty, Chetan Bansal, Suman Nath, Sean Bowles, Henry Wang, Ozgur Arman, Siamak Ahari
ICSE 2022 | May 2022
-
On the Evaluation of Neural Code Summarization
Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
International Conference on Software Engineering (ICSE’22) | February 2022
-
DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
ICSE 2022 | January 2022
-
Search-based Diverse Sampling from Real-world Software Product Lines
Yi Xiang, Han Huang, Yuren Zhou, Sizhe Li, Chuan Luo, Qingwei Lin 林庆维, Miqing Li, Xiaowei Yang
ICSE 2022 | January 2022
-
How Developers and Managers Define and Trade Productivity for Quality
Margaret-Anne D. Storey, Brian Houck, Tom Zimmermann
ICSE 2022 | November 2021
-
Including Everyone, Everywhere: Understanding Opportunities and Challenges of Geographic Gender-Inclusion in OSS
Gede Artha Azriadi Prana, Denae Ford, Ayushi Rastogi, David Lo, Rahul Purandare, Nachiappan Nagappan
ICSE 2022 | September 2021
-
LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
ICSE 2022 | April 2021
-
An empirical study of release note production and usage in practice
Tingting Bi, Xin Xia, David Lo, John Grundy, Tom Zimmermann
ICSE 2022 | November 2020
-
-
-
A Tale of Two Cities: Software Developers Working from Home During the COVID-19 Pandemic.
Denae Ford, Margaret-Anne Storey, Tom Zimmermann, Christian Bird, Sonia Jaffe, Chandra Maddila, Jenna Butler, Brian Houck, Nachi Nagappan
August 2020
ArXiv | August 2020
-