Understanding IoT Security from a Market-Scale Perspective
Xin Jin, Sunil Manandhar, Kaushal Kafle, Zhiqiang Lin, Adwait Nadkarni
摘要
Consumer IoT products and services are ubiquitous; yet, a proper characterization of consumer IoT security is infeasible without an understanding of what IoT products are on the market, i.e., without a market-scale perspective. This paper seeks to close this gap by developing the IoTSpotter framework, which automatically constructs a market-scale snapshot of mobile-IoT apps, i.e., mobile apps that are used as companions or automation providers to IoT devices. IoTSpotter also extracts artifacts that allow us to examine the security of this snapshot in the IoT context (e.g., devices supported by apps, IoT-specific libraries). Using IoTSpotter, we identify 37,783 mobile-IoT apps from Google Play, the largest set of mobile-IoT apps so far, and uncover 7 key results in the process (R 1 -R 7 ). We leverage this dataset to perform three key security analyses that lead to 10 impactful security findings (F 1 -F 10 ) that demonstrate the current state of mobile-IoT apps. Our analysis uncovers severe cryptographic violations in 94.11% (863/917) mobile-IoT apps with >1 million installs each, 65 vulnerable IoT-specific libraries affected by 79 unique CVEs, and used by 40 popular apps, and 7,887 apps that is affected by the Janus vulnerability. Finally, a case study with 18 popular mobile-IoT apps uncovers the critical impact of the vulnerabilities in them on important IoT artifacts and functions, motivating the development of mobile security analysis contextualized to IoT. CCS CONCEPTS • Security and privacy → Software and application security; • Computing methodologies → Machine learning approaches.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper9
- IoTFlow: Inferring IoT Device Behavior at Scale through Static Mobile Companion App AnalysisDavid Schmidt, Carlotta Tagliaro, Kevin Borgolte, Martina LindorferCCS 2023 · 被引用 13 次
- Unveiling IoT Security in Reality: A Firmware-Centric JourneyNicolas Nino, Ruibo Lu, Wei Zhou, Kyu Hyung Lee 等USENIX Security 2024 · 被引用 12 次
- DEMISTIFY: Identifying On-device Machine Learning Models Stealing and Reuse Vulnerabilities in Mobile AppsPengcheng Ren, Chaoshun Zuo, Xiaofeng Liu, Wenrui Diao 等ICSE 2024 · 被引用 10 次
- "Belt and suspenders" or "just red tape"?: Investigating Early Artifacts and User Perceptions of IoT App Security CertificationPrianka Mandal, Amit Seal Ami, Victor Olaiya, Sayyed Hadi Razmjo 等USENIX Security 2024 · 被引用 4 次
- Repurposing Neural Networks for Efficient Cryptographic ComputationXin Jin, Shiqing Ma, Zhiqiang LinNDSS 2025
它引用的顶会 Paper16
- Security Analysis of Emerging Smart Home ApplicationsEarlence Fernandes, Jaeyeon Jung, Atul PrakashS&P 2016 · 被引用 684 次
- Reliable Third-Party Library Detection in Android and its Security ApplicationsMichael Backes, Sven Bugiel, Erik DerrCCS 2016 · 被引用 345 次
- IoTFuzzer: Discovering Memory Corruptions in IoT Through App-based FuzzingJiongyi Chen, Wenrui Diao, Qingchuan Zhao, Chaoshun Zuo 等NDSS 2018 · 被引用 311 次
- IoTGuard: Dynamic Enforcement of Security and Safety Policy in Commodity IoTZ. Berkay Celik, Gang Tan, Patrick D. McDanielNDSS 2019 · 被引用 254 次
- HoMonit: Monitoring Smart Home Apps from Encrypted TrafficWei Zhang, Yan Meng, Yugeng Liu, Xiaokuan Zhang 等CCS 2018 · 被引用 201 次
相关 Paper
- Are You Spying on Me? Large-Scale Analysis on IoT Data Exposure through Companion AppsYuhong Nan, Xueqiang Wang, Luyi Xing, Xiaojing Liao 等USENIX Security 2023
- When Apps Outlive Vendors: Security Implications of IoT AbandonwareDayeon Kang, Elvis Yeboah-Duako, Sachin Thomas, Pubali DattaCCS 2026
- All Things Considered: An Analysis of IoT Devices on Home NetworksDeepak Kumar, Kelly Shen, Benton Case, Deepali Garg 等USENIX Security 2019 · 被引用 189 次
- Looking from the Mirror: Evaluating IoT Device Security through Mobile Companion AppsXueqiang Wang, Yuqiong Sun, Susanta Nanda, XiaoFeng WangUSENIX Security 2019 · 被引用 65 次
- Scalable analysis of interaction threats in IoT systemsMohannad Alhanahnah, Clay Stevens, Hamid BagheriISSTA 2020 · 被引用 63 次
