Scrutinizing Privacy Policy Compliance of Virtual Personal Assistant Apps
Fuman Xie, Yanjun Zhang, Chuan Yan, Suwan Li, Lei Bu, Kai Chen, Zi Huang, Guangdong Bai
摘要
A large number of functionality-rich and easily accessible applications have become popular among various virtual personal assistant (VPA) services such as Amazon Alexa. VPA applications (or VPA apps for short) are accompanied by a privacy policy document that informs users of their data handling practices. These documents are usually lengthy and complex for users to comprehend, and developers may intentionally or unintentionally fail to comply with them. In this work, we conduct the first systematic study on the privacy policy compliance issue of VPA apps. We develop Skipper, which targets Amazon Alexa skills. It automatically depicts the skill into the declared privacy profile by analyzing their privacy policy documents with Natural Language Processing (NLP) and machine learning techniques, and derives the behavioral privacy profile of the skill through a black-box testing. We conduct a large-scale analysis on all skills listed on Alexa store, and find that a large number of skills suffer from the privacy policy noncompliance issues. CCS CONCEPTS • Security and privacy → Web application security.
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 Paper12
- A NEW HOPE: Contextual Privacy Policies for Mobile Applications and An Approach Toward Automated GenerationShidong Pan, Zhen Tao, Thong Hoang, Dawen Zhang 等USENIX Security 2024 · 被引用 24 次
- SoK: Technical Implementation and Human Impact of Internet Privacy RegulationsEleanor Birrell, Jay Rodolitz, Angel Ding, Jenna Lee 等S&P 2024 · 被引用 11 次
- Understanding GDPR Non-Compliance in Privacy Policies of Alexa Skills in European MarketplacesSong Liao, Mohammed Aldeen, Jingwen Yan, Long Cheng 等WWW 2024 · 被引用 9 次
- VITAS : Guided Model-based VUI Testing of VPA AppsSuwan Li, Lei Bu, Guangdong Bai, Zhixiu Guo 等ASE 2022 · 被引用 8 次
- Investigating Documented Privacy Changes in Android OSChuan Yan, Mark Huasong Meng, Fuman Xie, Guangdong BaiFSE 2024 · 被引用 6 次
它引用的顶会 Paper10
- Automated Analysis of Privacy Requirements for Mobile AppsSebastian Zimmeck, Ziqi Wang, Lieyong Zou, Roger Iyengar 等NDSS 2017 · 被引用 255 次
- PolicyLint: Investigating Internal Privacy Policy Contradictions on Google PlayBenjamin Andow, Samin Yaseer Mahmud, Wenyu Wang, Justin Whitaker 等USENIX Security 2019 · 被引用 185 次
- Skill Squatting Attacks on Amazon AlexaDeepak Kumar, Riccardo Paccagnella, Paul Murley, Eric Hennenfent 等USENIX Security 2018 · 被引用 177 次
- Dangerous Skills: Understanding and Mitigating Security Risks of Voice-Controlled Third-Party Functions on Virtual Personal Assistant SystemsNan Zhang, Xianghang Mi, Xuan Feng, XiaoFeng Wang 等S&P 2019 · 被引用 160 次
- Have You been Properly Notified? Automatic Compliance Analysis of Privacy Policy Text with GDPR Article 13Shuang Liu, Baiyang Zhao, Renjie Guo, Guozhu Meng 等WWW 2021 · 被引用 68 次
相关 Paper
- SkillDetective: Automated Policy-Violation Detection of Voice Assistant Applications in the WildJeffrey Young, Song Liao, Long Cheng, Hongxin Hu 等USENIX Security 2022
- SkillScanner: Detecting Policy-Violating Voice Applications Through Static Analysis at the Development PhaseSong Liao, Long Cheng, Haipeng Cai, Linke Guo 等CCS 2023 · 被引用 7 次
- Dangerous Skills Got Certified: Measuring the Trustworthiness of Skill Certification in Voice Personal Assistant PlatformsLong Cheng, Christin Wilson, Song Liao, Jeffrey Young 等CCS 2020 · 被引用 58 次
- Are Your Requests Your True Needs? Checking Excessive Data Collection in VPA AppFuman Xie, Chuan Yan, Mark Huasong Meng, Shao-Ming Teng 等ICSE 2024 · 被引用 4 次
- Hey Alexa, is this Skill Safe?: Taking a Closer Look at the Alexa Skill EcosystemChristopher Lentzsch, Sheel Jayesh Shah, Benjamin Andow, Martin Degeling 等NDSS 2021
