ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal

This program is tentative and subject to change.

Wed 17 Apr 2024 14:30 - 14:45 at Almada Negreiros - LLM, NN and other AI technologies 1

Continuous integration and delivery (CI/CD) are nowadays at the core of software development. Their benefits come at the cost of setting up and maintaining the CI/CD pipeline, which require knowledge and skills often orthogonal to those entailed in other software-related tasks. While several recommender systems have been proposed to support developers across a variety of tasks, little automated support is available when it comes to setting up and maintaining CI/CD pipelines. We present GH-WCOM (GitHub Workflow COMpletion), a Transformer-based approach supporting developers in writing a specific type of CI/CD pipelines, namely GitHub workflows. To deal with such a task, we designed an abstraction process to help the learning of the transformer while still making GH-WCOM able to recommend very peculiar workflow elements such as tool options and scripting elements. Our empirical study shows that GH-WCOM provides up to 34.23% correct predictions, and the model’s confidence is a reliable proxy for the recommendations’ correctness likelihood.

This program is tentative and subject to change.

Wed 17 Apr

Displayed time zone: Lisbon change

14:00 - 15:30
14:00
15m
Talk
EGFE: End-to-end Grouping of Fragmented Elements in UI Designs with Multimodal Learning
Research Track
Liuqing Chen Zhejiang University, Yunnong Chen Zhejiang University, Shuhong Xiao , Yaxuan Song Zhejiang University, Lingyun Sun Zhejiang University, Yankun Zhen Alibaba Group, Tingting Zhou Alibaba Group, Yanfang Chang Alibaba Group
14:15
15m
Talk
A Comprehensive Study of Learning-based Android Malware Detectors under Challenging Environments
Research Track
Cuiying Gao Huazhong University of Science and Technology, Gaozhun Huang Huazhong University of Science and Technology, Heng Li Huazhong University of Science and Technology, Bang Wu Huazhong University of Science and Technology, Yueming Wu Nanyang Technological University, Wei Yuan Huazhong University of Science and Technology
14:30
15m
Talk
Toward Automatically Completing GitHub Workflows
Research Track
Antonio Mastropaolo Università della Svizzera italiana, Fiorella Zampetti University of Sannio, Italy, Gabriele Bavota Software Institute, USI Università della Svizzera italiana, Massimiliano Di Penta University of Sannio, Italy
Pre-print
14:45
15m
Talk
UniLog: Automatic Logging via LLM and In-Context Learning
Research Track
Junjielong Xu The Chinese University of Hong Kong, Shenzhen, Ziang Cui Southeast University, Yuan Zhao Peking University, Xu Zhang Microsoft Research, Shilin He Microsoft Research, Pinjia He Chinese University of Hong Kong, Shenzhen, Liqun Li Microsoft Research, Yu Kang Microsoft Research, Qingwei Lin Microsoft, Yingnong Dang Microsoft Azure, Saravan Rajmohan Microsoft 365, Dongmei Zhang Microsoft Research
15:00
7m
Talk
Self-Supervised Learning to Prove Equivalence Between Straight-Line Programs via Rewrite Rules
Journal-first Papers
Steve Kommrusch Leela AI, Martin Monperrus KTH Royal Institute of Technology, Louis-Noël Pouchet Colorado State University
15:07
7m
Talk
NLP-based Automated Compliance Checking of Data Processing Agreements against GDPR
Journal-first Papers
Orlando Amaral University of Luxembourg, Muhammad Ilyas Azeem University of Luxembourg, Sallam Abualhaija University of Luxembourg, Lionel Briand University of Ottawa, Canada; Lero centre, University of Limerick, Ireland
15:14
7m
Talk
Exploring ChatGPT for Toxicity Detection in GitHub
New Ideas and Emerging Results
Shyamal Mishra Drexel University, Preetha Chatterjee Drexel University, USA