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ICSE 2023
Sun 14 - Sat 20 May 2023 Melbourne, Australia
Wed 17 May 2023 14:45 - 15:00 at Meeting Room 103 - Software security and privacy Chair(s): Wei Yang

While attackers often distribute malware to victims via open-source, community-driven package repositories, these repositories do not currently run automated malware detection systems. In this work, we explore the security goals of the repository administrators and the requirements for deployments of such malware scanners via a case study of the Python ecosystem and PyPI repository, which includes interviews with administrators and maintainers. Further, we evaluate existing malware detection techniques for deployment in this setting by creating a benchmark dataset and comparing several existing tools, including the malware checks implemented in PyPI, Bandit4Mal, and OSSGadget’s OSS Detect Backdoor.

We find that repository administrators have exacting technical demands for such malware detection tools. Specifically, they consider a false positive rate of even 0.01% to be unacceptably high, given the large number of package releases that might trigger false alerts. Measured tools have false positive rates between 15% and 97%; increasing thresholds for detection rules to reduce this rate renders the true positive rate useless. In some cases, these checks emitted alerts more often for benign packages than malicious ones. However, we also find a successful socio-technical malware detection system: external security researchers also perform repository malware scans and report the results to repository administrators. These parties face different incentives and constraints on their time and tooling. We conclude with recommendations for improving detection capabilities and strengthening the collaboration between security researchers and software repository administrators.

Wed 17 May

Displayed time zone: Hobart change

13:45 - 15:15
Software security and privacyTechnical Track / Journal-First Papers at Meeting Room 103
Chair(s): Wei Yang University of Texas at Dallas
13:45
15m
Talk
BFTDetector: Automatic Detection of Business Flow Tampering for Digital Content Service
Technical Track
I Luk Kim Purdue University, Weihang Wang University of Southern California, Yonghwi Kwon University of Virginia, Xiangyu Zhang Purdue University
14:00
15m
Talk
FedSlice: Protecting Federated Learning Models from Malicious Participants with Model Slicing
Technical Track
Ziqi Zhang Peking University, Yuanchun Li Institute for AI Industry Research (AIR), Tsinghua University, Bingyan Liu Peking University, Yifeng Cai Peking University, Ding Li Peking University, Yao Guo Peking University, Xiangqun Chen Peking University
14:15
15m
Talk
PTPDroid: Detecting Violated User Privacy Disclosures to Third-Parties of Android Apps
Technical Track
Zeya Tan Nanjing University of Science and Technology, Wei Song Nanjing University of Science and Technology
Pre-print
14:30
15m
Talk
AdHere: Automated Detection and Repair of Intrusive Ads
Technical Track
Yutian Yan University of Southern California, Yunhui Zheng , Xinyue Liu University at Buffalo, SUNY, Nenad Medvidović University of Southern California, Weihang Wang University of Southern California
14:45
15m
Talk
Bad Snakes: Understanding and Improving Python Package Index Malware Scanning
Technical Track
Duc Ly Vu Chainguard and FPT University, Zachary Newman Chainguard, John Speed Meyers Chainguard
15:00
7m
Talk
DAISY: Dynamic-Analysis-Induced Source Discovery for Sensitive Data
Journal-First Papers
Xueling Zhang Rochester Institute of Technology, John Heaps University of Texas at San Antonio, Rocky Slavin The University of Texas at San Antonio, Jianwei Niu University of Texas at San Antonio, Travis Breaux Carnegie Mellon University, Xiaoyin Wang University of Texas at San Antonio
15:07
7m
Talk
Assessing the opportunity of combining state-of-the-art Android malware detectors
Journal-First Papers
Nadia Daoudi SnT, University of Luxembourg, Kevin Allix CentraleSupelec Rennes, Tegawendé F. Bissyandé SnT, University of Luxembourg, Jacques Klein University of Luxembourg