ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal
Wed 17 Apr 2024 14:30 - 14:45 at Grande Auditório - Security 1 Chair(s): Letizia Jaccheri

Security practitioners routinely use static analysis to detect security problems and privacy violations in Android apps. The soundness of these analyses depends on how the platform is modelled and the list of sensitive methods. Collecting these methods often becomes impractical given the number of methods available, the pace at which the Android platform is updated, and the proprietary libraries Google releases on each new version. Despite the constant evolution of the Android platform, app developers cope with all these new features thanks to the documentation that comes with each new Android release. In this work, we take advantage of the rich documentation provided by platforms like Android and propose DocFlow, a framework to generate taint specifications for a platform directly from its documentation. DocFlow models the semantics of API methods using their documentation to detect sensitive methods (sources and sinks) and assigns them semantic labels. Our approach does not require access to source code,
enabling the analysis of proprietary libraries for which the code is unavailable. We evaluate DocFlow using Android platform packages and closed-source Google Play Services libraries. Our results show that our framework detects sensitive methods with high precision, adapts to new API versions, and can be easily extended to detect other method types. Our approach provides evidence that Android documentation encodes rich semantic information to categorise sensitive methods, removing the need to analyse source code or perform feature extraction.

Wed 17 Apr

Displayed time zone: Lisbon change

14:00 - 15:30
Security 1Research Track / Journal-first Papers at Grande Auditório
Chair(s): Letizia Jaccheri Norwegian University of Science and Technology (NTNU)
14:00
15m
Talk
Marco: A Stochastic Asynchronous Concolic Explorer
Research Track
Jie Hu University of California Riverside, Yue Duan Singapore Management University, Heng Yin UC Riverside
Pre-print
14:15
15m
Talk
Smart Contract and DeFi Security Tools: Do They Meet the Needs of Practitioners?
Research Track
Stefanos Chaliasos Imperial College London, Marcos Antonios Charalambous Imperial College London, Liyi Zhou Imperial College London, Rafaila Galanopoulou University of Athens, Arthur Gervais Imperial College London, Dimitris Mitropoulos University of Athens, Ben Livshits Imperial College London
14:30
15m
Talk
DocFlow: Extracting Taint Specifications from Software Documentation
Research Track
Marcos Tileria Royal Holloway, University of London, Jorge Blasco Universidad Politécnica de Madrid, Santanu Dash University of Surrey
14:45
15m
Talk
Toward Improved Deep Learning-based Vulnerability Detection
Research Track
Adriana Sejfia University of Edinburgh, Satyaki Das University of Southern California, Saad Shafiq University of Southern California, Nenad Medvidović University of Southern California
Pre-print
15:00
15m
Talk
Attention! Your Copied Data is Under Monitoring: A Systematic Study of Clipboard Usage in Android AppsACM SIGSOFT Distinguished Paper Award
Research Track
Yongliang Chen City University of Hong Kong, Ruoqin Tang City University of Hong Kong, Chaoshun Zuo Ohio State University, Xiaokuan Zhang George Mason University, Lei Xue Sun Yat-Sen University, Xiapu Luo The Hong Kong Polytechnic University, Qingchuan Zhao City University of Hong Kong
15:15
7m
Talk
Evolution of Automated Weakness Detection in Ethereum Bytecode: a Comprehensive Study
Journal-first Papers
Monika di Angelo TU Wien, Thomas Durieux TU Delft, João F. Ferreira INESC-ID and IST, University of Lisbon, Gernot Salzer TU Wien
Link to publication DOI Pre-print File Attached