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
Publications
Publications by Year
-
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
A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
2022 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
“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
A Culture of Productivity: Maximizing Productivity by Maximizing Wellbeing
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
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
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
Learning to Reduce False Positives in Analytic Bug Detectors
Anant Kharkar, Roshanak Zilouchian Moghaddam, Matthew Jin, Xiaoyu Liu, Xin Shi, Colin Clement, Neel Sundaresan
2022 International Conference on Software Engineering | 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
Nufix: Escape From NuGet Dependency Maze
Zhenming Li, Ying Wang, Zeqi Lin, Shing-Chi Cheung, Jian-Guang Lou
2022 International Conference on Software Engineering | 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
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
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
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
Publications by Research Area
-
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
2022 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
2022 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
2022 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
-
A Static Analysis Framework for Data Science Notebooks
Pavle Subotić, Lazar Milikić, Milan Stojić
2022 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
-
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
-
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
2022 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
-
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
-
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
-
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
Publications by Type
-
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
2022 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
2022 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
2022 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