FSE 2025
Mon 23 - Fri 27 June 2025 Trondheim, Norway
co-located with ISSTA 2025
Mon 23 Jun 2025 14:18 - 14:36 at Vega - Poster Session Chair(s): Celal Ziftci

Software vulnerabilities can lead to severe security issues such as data breaches, financial losses, and service disruptions, making security issue-oriented code review a crucial part of the development process. Traditional approaches struggle with analyzing complex code and providing explanations, while large language models (LLMs) show promise in code review but do not focus on security-related issues. To address these limitations, we propose {\tool}, an LLM-based multi-agent system for security code review. It integrates three agents: (1) Issue Detector identifying potential vulnerabilities using knowledge-level retrieval-augmented generation, (2) Issue Locator pinpoints the vulnerability positions through graph-based code slicing, and (3) Issue Repairer generating context-aware fixes via iterative verification. Evaluated on ReposVul with three code LLMs, {\tool} greatly demonstrates its effectiveness in security code reviews, improving F1-score for detection by 18.72%, precision for location by 27.75%, and BLEU for repair by 14.82% over baselines.

Mon 23 Jun

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

14:00 - 15:30
Poster SessionStudent Research Competition at Vega
Chair(s): Celal Ziftci Google
14:00
18m
Talk
Automating API Documentation with LLMs: A BERTopic Approach
Student Research Competition
Amirhossein Naghshzan École de Technologie Supérieure
14:18
18m
Talk
AutoReview: An LLM-based Multi-Agent System for Security Issue-Oriented Code Review
Student Research Competition
Yujia Chen Harbin Institute of Technology, Shenzhen
14:36
18m
Talk
Ever-Improving Test Suite by Leveraging Large Language Models
Student Research Competition
Ketai Qiu USI Università della Svizzera Italiana
Pre-print
14:54
18m
Talk
Test Script Repair of Deep Learning Library Testing
Student Research Competition
Xing Fu Nanjing University, Jiawei Liu Nanjing University, Chunrong Fang Nanjing University, Zhenyu Chen Nanjing University
15:12
18m
Talk
Predicting Software Changes from Desired Behavior Changes
Student Research Competition
Laura Plein CISPA Helmholtz Center for Information Security

Information for Participants
Mon 23 Jun 2025 14:00 - 15:30 at Vega - Poster Session Chair(s): Celal Ziftci
Info for room Vega:

Vega is close to the registration desk.

Facing the registration desk, its entrance is on the left, close to the hotel side entrance.

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