Exposing and Defending Membership Leakage in Vulnerability Prediction Models (APSEC 2025 - Technical Track)

Who

Yihan Liao, Jacky Keung, Xiaoxue Ma, Jingyu Zhang, Yicheng Sun

Track

APSEC 2025 Technical Track

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When

Fri 5 Dec 2025 09:40 - 10:00 at (Session C) orchid room - Session 6C: Security and Architecture (Technical Track) Chair(s): Jingyu ZHANG

Yihan Liao

City University of Hong Kong

Jacky Keung

City University of Hong Kong

Hong Kong SAR China

Xiaoxue Ma

Hong Kong Metropolitan University

Hong Kong SAR China

Jingyu Zhang

City University of Hong Kong

Hong Kong SAR China

Yicheng Sun

City University of Hong Kong

Hong Kong SAR China

Time Zone

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Session Program

Fri 5 Dec
Displayed time zone: Beijing, Chongqing, Hong Kong, Urumqi change

09:00 - 10:20	Session 6C: Security and Architecture (Technical Track) Technical Track at (Session C) orchid room Chair(s): Jingyu ZHANG

09:00 20m Full-paper		A Comparative Study Towards Designing a Hybrid Architecture of Microservices and LLM-based Multi-Agent Systems Technical Track Peyman Yazdanian Concordia University, Canada, Yan Liu Concordia University, Zheng Li Queen's University Belfast, UK
09:20 20m Full-paper		Chain of Command: Context-Aware Android Malware Detection via Permission-to-API Call Chains and Graph Representation Learning Technical Track Zhichao Shi , Qiang Han North Minzu University, Zihao Zhang North Minzu University
09:40 20m Full-paper		Exposing and Defending Membership Leakage in Vulnerability Prediction Models Technical Track Yihan Liao City University of Hong Kong, Jacky Keung City University of Hong Kong, Xiaoxue Ma Hong Kong Metropolitan University, Jingyu Zhang City University of Hong Kong, Yicheng Sun City University of Hong Kong
10:00 20m Full-paper		Towards Lightweight LLM Software Solutions for InsurTech: A Framework for Scalable Question Answering Systems Technical Track Hi Kuen Yu City University of Hong Kong, Jacky Keung City University of Hong Kong, Yicheng Sun City University of Hong Kong, Yihan Liao City University of Hong Kong, Richard Suen Shenzhen MSU-BIT University