ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal
Wed 17 Apr 2024 10:30 - 11:00 at Open Space - Posters 1

With the increase in software vulnerabilities that cause significant economic and social losses, automatic vulnerability detection has become essential in software development and maintenance. Recently, large language models (LLMs) have received considerable attention due to their stunning intelligence, and some studies consider using ChatGPT for vulnerability detection. However, they do not fully consider the characteristics of LLMs, since their designed questions to ChatGPT are simple without a prompt design tailored for vulnerability detection. This paper launches a study on the performance of software vulnerability detection using ChatGPT with different prompt designs. Firstly, we complement previous work by applying various improvements to the basic prompt. Moreover, we incorporate structural and sequential auxiliary information to improve the prompt design. Moreover, we leverage ChatGPT’s ability of memorizing multi-round dialogue to design suitable prompts for vulnerability detection. We conduct extensive experiments on two vulnerability datasets to demonstrate the effectiveness of prompt-enhanced vulnerability detection using ChatGPT.

Wed 17 Apr

Displayed time zone: Lisbon change

10:30 - 11:00
Posters 1Posters at Open Space
10:30
30m
Poster
KareCoder: A New Knowledge-Enriched Code Generation System
Posters
Tao Huang Shandong Normal University, Zhihong Sun Shandong Normal University, Zhi Jin Peking University, Ge Li Peking University, Chen Lyu Shandong Normal University
10:30
30m
Poster
An Empirical Study on Cross-language Clone Bugs
Posters
Honghao Chen Shanghai Jiao Tong University, Ye Tang Shanghai Jiao Tong University, Hao Zhong Shanghai Jiao Tong University
10:30
30m
Poster
Poster: Kotlin Assimilating the Android Ecosystem - An Appraisal of Diffusion and Impact on Maintainability
Posters
Riccardo Coppola Politecnico di Torino, Tommaso Fulcini Politecnico di Torino, Marco Torchiano Politecnico di Torino
10:30
30m
Poster
Prompt-Enhanced Software Vulnerability Detection Using ChatGPT
Posters
Chenyuan Zhang Xiamen University, Hao Liu Xiamen University, Jiutian Zeng Alibaba, Kejing Yang Alibaba, Yuhong Li Alibaba, Hui Li Xiamen University
Pre-print
10:30
30m
Poster
Applying Transformer Models for Automatic Build Errors Classification of Java-Based Open Source Projects
Posters
Jonathan Lee National Taiwan University, Mason Li National Taiwan University, Kuo-Hsun Hsu Department of Computer Science, National Taichung University of Education
10:30
30m
Poster
A First Look at the General Data Protection Regulation (GDPR) in Open-Source Software
Posters
Lucas Franke Virginia Tech, Huayu Liang Virginia Tech, Aaron Brantly Virginia Tech, James C. Davis Purdue University, Chris Brown Virginia Tech
10:30
30m
Poster
Interpretable Software Maintenance and Support Effort Prediction Using Machine Learning
Posters
Susmita Haldar Fanshawe College, Luiz Fernando Capretz Western University
Media Attached
10:30
30m
Poster
Endogeneity, Instruments, and Two-Stage Models
Posters
Lorenz Graf-Vlachy University of Stuttgart, Stefan Wagner Technical University of Munich
10:30
30m
Poster
ParSE: Efficient Detection of Smart Contract Vulnerabilities via Parallel and Simplified Symbolic Execution
Posters
Long He Yantai University, Xiangfu Zhao Yantai University, Yichen Wang Yantai University
10:30
30m
Poster
Safety Monitoring of Deep Reinforcement Learning Agents
Posters
Amirhossein Zolfagharian University of Ottawa - School of Electrical Engineering & Computer Science (EECS), Manel Abdellatif Software and Information Technology Engineering Department, École de Technologie Supérieure, Lionel Briand University of Ottawa, Canada; Lero centre, University of Limerick, Ireland, Ramesh S
10:30
30m
Poster
An Actionable Framework for Understanding and Improving Talent Retention as a Competitive Advantage in IT Organizations
Posters
Luiz Alexandre Costa UNIRIO, Edson Dias Federal University of Pará, Danilo Ribeiro Zup Innovation, Awdren Fontão Federal University of Mato Grosso do Sul (UFMS), Gustavo Pinto Federal University of Pará (UFPA) and Zup Innovation, Rodrigo Santos UNIRIO - Universidade Federal do Estado do Rio de Janeiro, Alexander Serebrenik Eindhoven University of Technology
10:30
30m
Poster
Obfuscation-Resilient Software Plagiarism Detection with JPlag
Posters
Timur Sağlam Karlsruhe Institute of Technology (KIT), Sebastian Hahner Karlsruhe Institute of Technology (KIT), Larissa Schmid Karlsruhe Institute of Technology, Erik Burger Karlsruhe Institute of Technology (KIT)
DOI Pre-print
10:30
30m
Poster
Micro-scale Concolic Testing Framework for Automated Test Data Generation Based on Path Coverage
Posters
Fangqing Liu , Han Huang South China University of Technology, Yi Xiang South China University of Technology
10:30
30m
Poster
What do you assume? A Theory of Security-Related Assumptions
Posters
Sophie Corallo Karlsruhe Institute of Technology (KIT), Thomas Weber , Lars König Karlsruhe Institute of Technology, Kathrin Leonie Schmidt Karlsruhe Institute of Technology, Frederik Reiche Karlsruhe Institute of Technology, Anne Koziolek Karlsruhe Institute of Technology