AI-assisted Code Companion Workshop 2022
Mon 14 - Fri 18 November 2022
Singapore
co-located with
ESEC/FSE 2022
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ESEC/FSE 2022
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AI-assisted Code Companion Workshop 2022 (
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NUS U-Town
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Room information: SRC Auditorium 2
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Mon 14 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
08:30 - 09:00
Opening session + Distinguished paper awards
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Abhik Roychoudhury
National University of Singapore
,
Cristian Cadar
Imperial College London, UK
,
Miryung Kim
University of California at Los Angeles, USA
,
Thomas Zimmermann
Microsoft Research
09:00 - 10:30
Keynote I - Sumit Gulwani
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Abhik Roychoudhury
National University of Singapore
09:00
90m
Keynote
AI-Assisted Programming: Applications, User Experiences, and Neuro-Symbolic Techniques (Keynote)
ESEC/FSE Plenary Events
Sumit Gulwani
Microsoft
DOI
11:00 - 12:30
Machine Learning I
ESEC/FSE Industry Paper
/
ESEC/FSE Research Papers
at
SRC Auditorium 2
Chair(s):
Shin Yoo
KAIST
11:00
15m
Talk
Adaptive Fairness Improvement Based on Causality Analysis
ESEC/FSE Research Papers
Mengdi Zhang
Singapore Management University
,
Jun Sun
Singapore Management University
DOI
11:15
15m
Talk
Nalanda: A Socio-technical Graph Platform for Building Software Analytics Tools at Enterprise Scale
ESEC/FSE Industry Paper
Chandra Sekhar Maddila
Microsoft Research
,
Suhas Shanbhogue
Microsoft Research
,
Apoorva Agrawal
Microsoft Research
,
Thomas Zimmermann
Microsoft Research
,
Chetan Bansal
Microsoft
,
Nicole Forsgren
Microsoft Research
,
Divyanshu Agrawal
Microsoft Research
,
Kim Herzig
Microsoft
,
Arie van Deursen
Delft University of Technology
DOI
Pre-print
11:30
15m
Talk
NatGen: Generative Pre-training by “Naturalizing” Source Code
ESEC/FSE Research Papers
Saikat Chakraborty
Microsoft Research
,
Toufique Ahmed
University of California at Davis
,
Yangruibo Ding
Columbia University
,
Prem Devanbu
University of California at Davis
,
Baishakhi Ray
Columbia University
DOI
Pre-print
Media Attached
11:45
15m
Talk
Uncertainty-Aware Transfer Learning to Evolve Digital Twins for Industrial Elevators
ESEC/FSE Industry Paper
Xu Qinghua
Simula Research Laboratory; University of Oslo
,
Shaukat Ali
Simula Research Laboratory
,
Tao Yue
Simula Research Laboratory
,
Maite Arratibel
Orona
DOI
12:00
15m
Talk
All You Need Is Logs: Improving Code Completion by Learning from Anonymous IDE Usage Logs
ESEC/FSE Industry Paper
Vitaliy Bibaev
JetBrains
,
Alexey Kalina
JetBrains
,
Vadim Lomshakov
JetBrains
,
Yaroslav Golubev
JetBrains Research
,
Alexander Bezzubov
JetBrains
,
Nikita Povarov
JetBrains
,
Timofey Bryksin
JetBrains Research
DOI
Pre-print
14:00 - 15:30
Invited Tutorial - Andreas Zeller
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Lionel Briand
University of Luxembourg; University of Ottawa
14:00
90m
Tutorial
Academic Prototyping
ESEC/FSE Plenary Events
Andreas Zeller
CISPA Helmholtz Center for Information Security
DOI
Pre-print
16:00 - 17:30
Software Evolution
ESEC/FSE Demonstrations
/
ESEC/FSE Research Papers
/
ESEC/FSE Industry Paper
at
SRC Auditorium 2
Chair(s):
Miryung Kim
University of California at Los Angeles, USA
16:00
15m
Research paper
Accurate Method and Variable Tracking in Commit History
ESEC/FSE Research Papers
Mehran Jodavi
Concordia University
,
Nikolaos Tsantalis
Concordia University
Link to publication
DOI
Pre-print
16:15
15m
Research paper
Classifying Edits to Variability in Source Code
ESEC/FSE Research Papers
Paul Maximilian Bittner
University of Ulm
,
Christof Tinnes
Siemens
,
Alexander Schultheiß
Humboldt University of Berlin
,
Sören Viegener
University of Ulm
,
Timo Kehrer
University of Bern
,
Thomas Thüm
University of Ulm
Link to publication
DOI
Pre-print
Media Attached
16:30
15m
Talk
The Evolution of Type Annotations in Python: An Empirical Study
Distinguished Paper Award
ESEC/FSE Research Papers
Luca Di Grazia
University of Stuttgart
,
Michael Pradel
University of Stuttgart
DOI
Pre-print
Media Attached
16:45
15m
Talk
UTANGO: Untangling Commits with Context-Aware, Graph-Based, Code Change Clustering Learning Model
ESEC/FSE Research Papers
Yi Li
New Jersey Institute of Technology
,
Shaohua Wang
New Jersey Institute of Technology
,
Tien N. Nguyen
University of Texas at Dallas
DOI
17:00
15m
Talk
Sometimes You Have to Treat the Symptoms: Tackling Model Drift in an Industrial Clone-and-Own Software Product Line
ESEC/FSE Industry Paper
Christof Tinnes
Siemens
,
Wolfgang Rössler
Siemens Mobility
,
Uwe Hohenstein
Siemens
,
Torsten Kühn
Siemens Mobility
,
Andreas Biesdorf
Siemens
,
Sven Apel
Saarland University
DOI
17:15
7m
Talk
Context Aware Code Recommendation in Intellij IDEA
ESEC/FSE Demonstrations
Shamsa Abid
Lahore University of Management Sciences
,
Hamid Abdul Basit
Prince Sultan University
,
Shafay Shamail
LUMS, DHA, Lahore
17:23
7m
Talk
Python-by-Contract Dataset
ESEC/FSE Demonstrations
Jiyang Zhang
University of Texas at Austin
,
Marko Ristin
ZHAW School of Engineering
,
Phillip Schanely
,
Hans Wernher van de Venn
Zurich University of Applied Sciences (ZHAW)
,
Milos Gligoric
University of Texas at Austin
17:30 - 18:30
SIGSOFT Town Hall
ESEC/FSE Social
at
SRC Auditorium 2
Chair(s):
Thomas Zimmermann
Microsoft Research
Tue 15 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
09:15 - 10:15
Test of time award - Mayur Naik
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Kelly Blincoe
University of Auckland
,
Paolo Tonella
USI Lugano
09:15
60m
Talk
Automated concolic testing of smartphone apps
ESEC/FSE Plenary Events
Saswat Anand
,
Mayur Naik
University of Pennsylvania
,
Hongseok Yang
KAIST
,
Mary Jean Harrold
Georgia Institute of Technology
10:45 - 12:15
Machine Learning II
ESEC/FSE Research Papers
/
ESEC/FSE Ideas, Visions and Reflections
/
ESEC/FSE Industry Paper
at
SRC Auditorium 2
Chair(s):
Atif Memon
Apple
10:45
15m
Talk
Understanding Performance Problems in Deep Learning Systems
ESEC/FSE Research Papers
Junming Cao
Fudan University
,
Bihuan Chen
Fudan University
,
Chao Sun
Fudan University
,
Longjie Hu
Fudan University
,
Shuaihong Wu
Fudan University
,
Xin Peng
Fudan University
DOI
11:00
15m
Talk
API Recommendation for Machine Learning Libraries: How Far Are We?
ESEC/FSE Research Papers
Moshi Wei
York University
,
Yuchao Huang
Institute of Software at Chinese Academy of Sciences
,
Junjie Wang
Institute of Software at Chinese Academy of Sciences; University of Chinese Academy of Sciences
,
Jiho Shin
York University
,
Nima Shiri Harzevili
York University
,
Song Wang
York University
DOI
Pre-print
11:15
15m
Talk
No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Code Intelligence
ESEC/FSE Research Papers
Chaozheng Wang
Harbin Institute of Technology
,
Yuanhang Yang
Harbin Institute of Technology
,
Cuiyun Gao
Harbin Institute of Technology
,
Yun Peng
Chinese University of Hong Kong
,
Hongyu Zhang
University of Newcastle
,
Michael Lyu
Chinese University of Hong Kong
DOI
11:30
15m
Talk
Improving ML-Based Information Retrieval Software with User-Driven Functional Testing and Defect Class Analysis
ESEC/FSE Industry Paper
Junjie Zhu
Apple
,
Teng Long
Apple
,
Wei Wang
Apple
,
Atif Memon
Apple
DOI
11:45
15m
Talk
Discrepancies among Pre-trained Deep Neural Networks: A New Threat to Model Zoo Reliability
ESEC/FSE Ideas, Visions and Reflections
Diego Montes
Purdue University
,
Pongpatapee Peerapatanapokin
Purdue University
,
Jeff Schultz
Purdue University
,
Chengjun Guo
Purdue University
,
Wenxin Jiang
Purdue University
,
James C. Davis
Purdue University
DOI
14:00 - 15:30
Machine Learning III
ESEC/FSE Research Papers
/
ESEC/FSE Ideas, Visions and Reflections
at
SRC Auditorium 2
Chair(s):
Xi Zheng
Macquarie University
14:00
15m
Talk
AutoPruner: Transformer-Based Call Graph Pruning
ESEC/FSE Research Papers
Le-Cong Thanh
Singapore Management University
,
Hong Jin Kang
Singapore Management University
,
Truong Giang Nguyen
Singapore Management University
,
Stefanus Agus Haryono
Singapore Management University
,
David Lo
Singapore Management University
,
Xuan-Bach D. Le
University of Melbourne
,
Quyet Thang Huynh
Hanoi University of Science and Technology
DOI
Pre-print
14:15
15m
Talk
Exploring the Under-Explored Terrain of Non-open Source Data for Software Engineering through the Lens of Federated Learning
ESEC/FSE Ideas, Visions and Reflections
Shriram Shanbhag
IIT Tirupati
,
Sridhar Chimalakonda
IIT Tirupati
DOI
Pre-print
14:30
15m
Talk
CORMS: A GitHub and Gerrit Based Hybrid Code Reviewer Recommendation Approach for Modern Code Review
ESEC/FSE Research Papers
Pandya Prahar Hemantkumar
DA-IICT Gandhinagar
,
Saurabh Tiwari
DA-IICT Gandhinagar
DOI
14:45
15m
Full-paper
Hierarchical Bayesian Multi-kernel Learning for Integrated Classification and Summarization of App Reviews
ESEC/FSE Research Papers
Moayad Alshangiti
University of Jeddah; Rochester Institute of Technology
,
Weishi Shi
Rochester Institute of Technology
,
Eduardo Coelho de Lima
Rochester Institute of Technology
,
Xumin Liu
Rochester Institute of Technology
,
Qi Yu
Rochester Institute of Technology
DOI
Wed 16 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
09:00 - 10:30
Keynote II - Impact Paper Award by Gail Murphy
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Cristian Cadar
Imperial College London, UK
09:00
90m
Keynote
Task Modularity and the Emergence of Software Value Streams (Impact Award Paper Keynote)
ESEC/FSE Plenary Events
Gail Murphy
University of British Columbia
,
Mik Kersten
Tasktop Technologies
DOI
11:00 - 12:30
Mining Software Repositories
ESEC/FSE Research Papers
/
ESEC/FSE Demonstrations
at
SRC Auditorium 2
Chair(s):
Timofey Bryksin
JetBrains Research
11:00
15m
Talk
An Exploratory Study on the Predominant Programming Paradigms in Python Code
ESEC/FSE Research Papers
Robert Dyer
University of Nebraska-Lincoln
,
Jigyasa Chauhan
University of Nebraska-Lincoln
DOI
Pre-print
Media Attached
11:15
15m
Talk
An Empirical Study of Blockchain System Vulnerabilities: Modules, Types, and Patterns
ESEC/FSE Research Papers
Xiao Yi
Chinese University of Hong Kong
,
Daoyuan Wu
Chinese University of Hong Kong
,
Lingxiao Jiang
Singapore Management University
,
Yuzhou Fang
Chinese University of Hong Kong
,
Kehuan Zhang
Chinese University of Hong Kong
,
Wei Zhang
Nanjing University of Posts and Telecommunications
DOI
11:30
15m
Talk
How to Better Utilize Code Graphs in Semantic Code Search?
ESEC/FSE Research Papers
Yucen Shi
Northeastern University
,
Ying Yin
Northeastern University
,
Zhengkui Wang
Singapore Institute of Technology
,
David Lo
Singapore Management University
,
Tao Zhang
Macau University of Science and Technology
,
Xin Xia
Huawei
,
Yuhai Zhao
Northeastern University
,
Bowen Xu
Singapore Management University
DOI
11:45
15m
Talk
23 Shades of Self-Admitted Technical Debt: An Empirical Study on Machine Learning Software
ESEC/FSE Research Papers
David OBrien
Iowa State University
,
Sumon Biswas
Carnegie Mellon University
,
Sayem Mohammad Imtiaz
Iowa State University
,
Rabe Abdalkareem
Carleton University
,
Emad Shihab
Concordia University
,
Hridesh Rajan
Iowa State University
DOI
12:00
7m
Talk
WikiDoMiner: Wikipedia Domain-specific Miner
ESEC/FSE Demonstrations
Saad Ezzini
University of Luxembourg
,
Sallam Abualhaija
University of Luxembourg
,
Mehrdad Sabetzadeh
University of Ottawa
12:08
7m
Talk
RegMiner: Mining Replicable Regression Dataset from Code Repositories
ESEC/FSE Demonstrations
Xuezhi Song
Fudan University
,
Yun Lin
Shanghai Jiao Tong University; National University of Singapore
,
Yijian Wu
Fudan University
,
Yifan Zhang
National University of Singapore
,
Siang Hwee Ng
National University of Singapore
,
Xin Peng
Fudan University
,
Jin Song Dong
National University of Singapore
,
Hong Mei
Peking University
14:00 - 15:30
Invited Tutorial - Zhi Jin
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Domenico Bianculli
University of Luxembourg
14:00
90m
Tutorial
Multi-perspective representation learning for source code analytics
ESEC/FSE Plenary Events
Zhi Jin
Peking University
DOI
16:00 - 17:30
Keynote III - Marsha Chechik
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Miryung Kim
University of California at Los Angeles, USA
16:00
90m
Keynote
On Safety, Assurance, and Reliability: A Software Engineering Perspective (Keynote)
ESEC/FSE Plenary Events
Marsha Chechik
University of Toronto
DOI
17:30 - 18:00
Closing session
ESEC/FSE Plenary Events
at
SRC Auditorium 2
Chair(s):
Abhik Roychoudhury
National University of Singapore
Mon 14 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
Room
8:00
30
9:00
30
10:00
30
11:00
30
12:00
30
13:00
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14:00
30
15:00
30
16:00
30
17:00
30
18:00
30
SRC Auditorium 2
ESEC/FSE Plenary Events
Opening session + Distinguished paper awards
ESEC/FSE Plenary Events
Keynote I - Sumit Gulwani
ESEC/FSE Industry Paper + ESEC/FSE Research Papers
Machine Learning I
ESEC/FSE Plenary Events
Invited Tutorial - Andreas Zeller
ESEC/FSE Demonstrations + ESEC/FSE Research Papers + ESEC/FSE Industry Paper
Software Evolution
ESEC/FSE Social
SIGSOFT Town Hall
Tue 15 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
Room
9:00
30
10:00
30
11:00
30
12:00
30
13:00
30
14:00
30
15:00
30
SRC Auditorium 2
ESEC/FSE Plenary Events
Test of time award - Mayur Naik
ESEC/FSE Research Papers + ESEC/FSE Ideas, Visions and Reflections + ESEC/FSE Industry Paper
Machine Learning II
ESEC/FSE Research Papers + ESEC/FSE Ideas, Visions and Reflections
Machine Learning III
Wed 16 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
Room
9:00
30
10:00
30
11:00
30
12:00
30
13:00
30
14:00
30
15:00
30
16:00
30
17:00
30
SRC Auditorium 2
ESEC/FSE Plenary Events
Keynote II - Impact Paper Award by Gail Murphy
ESEC/FSE Research Papers + ESEC/FSE Demonstrations
Mining Software Repositories
ESEC/FSE Plenary Events
Invited Tutorial - Zhi Jin
ESEC/FSE Plenary Events
Keynote III - Marsha Chechik
ESEC/FSE Plenary Events
Closing session
Mon 14 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
Room
9:00
15
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10:00
15
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11:00
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14:00
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15:00
15
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16:00
15
30
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17:00
15
30
45
SRC Auditorium 2
ESEC/FSE Plenary Events
AI-Assisted Programming: Applications, User Experiences, and Neuro-Symb ...
09:00 - 10:30
ESEC/FSE Research Papers
Adaptive Fairness Improvement Based on Causality Analysis
11:00 - 11:15
ESEC/FSE Industry Paper
Nalanda: A Socio-technical Graph Platform for Building Software Analyti ...
11:15 - 11:30
ESEC/FSE Research Papers
NatGen: Generative Pre-training by “Naturalizing” Source Code
11:30 - 11:45
ESEC/FSE Industry Paper
Uncertainty-Aware Transfer Learning to Evolve Digital Twins for Industr ...
11:45 - 12:00
ESEC/FSE Industry Paper
All You Need Is Logs: Improving Code Completion by Learning from Anonym ...
12:00 - 12:15
ESEC/FSE Plenary Events
Academic Prototyping
14:00 - 15:30
ESEC/FSE Research Papers
Accurate Method and Variable Tracking in Commit History
16:00 - 16:15
ESEC/FSE Research Papers
Classifying Edits to Variability in Source Code
16:15 - 16:30
ESEC/FSE Research Papers
Distinguished Paper Award
The Evolution of Type Annotations in Python: An Empirical Study
16:30 - 16:45
ESEC/FSE Research Papers
UTANGO: Untangling Commits with Context-Aware, Graph-Based, Code Change ...
16:45 - 17:00
ESEC/FSE Industry Paper
Sometimes You Have to Treat the Symptoms: Tackling Model Drift in an In ...
17:00 - 17:15
ESEC/FSE Demonstrations
Context Aware Code Recommendation in Intellij IDEA
17:15 - 17:22
ESEC/FSE Demonstrations
Python-by-Contract Dataset
17:23 - 17:30
Tue 15 Nov
Displayed time zone:
Beijing, Chongqing, Hong Kong, Urumqi
change
Room
9:00
15
30
45
10:00
15
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11:00
15
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12:00
15
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13:00
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14:00
15
30
45
SRC Auditorium 2
ESEC/FSE Plenary Events
Automated concolic testing of smartphone apps
09:15 - 10:15
ESEC/FSE Research Papers
Understanding Performance Problems in Deep Learning Systems
10:45 - 11:00
ESEC/FSE Research Papers
API Recommendation for Machine Learning Libraries: How Far Are We?
11:00 - 11:15
ESEC/FSE Research Papers
No More Fine-Tuning? An Experimental Evaluation of Prompt Tuning in Cod ...
11:15 - 11:30
ESEC/FSE Industry Paper
Improving ML-Based Information Retrieval Software with User-Driven Func ...
11:30 - 11:45
ESEC/FSE Ideas, Visions and Reflections
Discrepancies among Pre-trained Deep Neural Networks: A New Threat to M ...
11:45 - 12:00
ESEC/FSE Research Papers
AutoPruner: Transformer-Based Call Graph Pruning
14:00 - 14:15
ESEC/FSE Ideas, Visions and Reflections
Exploring the Under-Explored Terrain of Non-open Source Data for Softwa ...
14:15 - 14:30
ESEC/FSE Research Papers
CORMS: A GitHub and Gerrit Based Hybrid Code Reviewer Recommendation Ap ...
14:30 - 14:45
ESEC/FSE Research Papers
Hierarchical Bayesian Multi-kernel Learning for Integrated Classificati ...
14:45 - 15:00
Wed 16 Nov
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Beijing, Chongqing, Hong Kong, Urumqi
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SRC Auditorium 2
ESEC/FSE Plenary Events
Task Modularity and the Emergence of Software Value Streams (Impact Awa ...
09:00 - 10:30
ESEC/FSE Research Papers
An Exploratory Study on the Predominant Programming Paradigms in Python ...
11:00 - 11:15
ESEC/FSE Research Papers
An Empirical Study of Blockchain System Vulnerabilities: Modules, Types ...
11:15 - 11:30
ESEC/FSE Research Papers
How to Better Utilize Code Graphs in Semantic Code Search?
11:30 - 11:45
ESEC/FSE Research Papers
23 Shades of Self-Admitted Technical Debt: An Empirical Study on Machin ...
11:45 - 12:00
ESEC/FSE Demonstrations
WikiDoMiner: Wikipedia Domain-specific Miner
12:00 - 12:07
ESEC/FSE Demonstrations
RegMiner: Mining Replicable Regression Dataset from Code Repositories
12:08 - 12:15
ESEC/FSE Plenary Events
Multi-perspective representation learning for source code analytics
14:00 - 15:30
ESEC/FSE Plenary Events
On Safety, Assurance, and Reliability: A Software Engineering Perspecti ...
16:00 - 17:30
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Sat 23 Nov 14:17