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FPRandom: Randomizing Core Browser Objects to Break Advanced Device Fingerprinting Techniques

机译:FPRandom:随机分配核心浏览器对象以破坏高级设备指纹技术

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The rich programming interfaces (APIs) provided by web browsers can be diverted to collect a browser fingerprint. A small number of queries on these interfaces are sufficient to build a fingerprint that is statistically unique and very stable over time. Consequently, the fingerprint can be used to track users. Our work aims at mitigating the risk of browser fingerprinting for users privacy by 'breaking' the stability of a fingerprint over time. We add randomness in the computation of selected browser functions, in order to have them deliver slightly different answers for each browsing session. Randomization is possible thanks to the following properties of browsers implementations: (i) some functions have a nondeterministic specification, but a deterministic implementation; (ii) multimedia functions can be slightly altered without deteriorating user's perception. We present FPRandom, a modified version of Firefox that adds randomness to mitigate the most recent fingerprinting algorithms, namely canvas fingerprinting, AudioContext fingerprinting and the unmasking of browsers through the order of JavaScript properties. We evaluate the effectiveness of FPRandom by testing it against known fingerprinting tests. We also conduct a user study and evaluate the performance overhead of randomization to determine the impact on the user experience.
机译:Web浏览器提供的丰富编程接口(API)可以被用来收集浏览器指纹。在这些接口上进行少量查询就足以构建一个指纹,该指纹在统计上是唯一的,并且随着时间的推移非常稳定。因此,指纹可用于跟踪用户。我们的工作旨在通过随着时间的推移“破坏”指纹的稳定性来降低浏览器指纹对用户隐私的风险。我们在选定浏览器功能的计算中增加了随机性,以使它们为每个浏览会话提供略有不同的答案。归因于浏览器实现的以下属性,可以实现随机化:(i)一些功能具有不确定性的规范,但具有确定性的实现; (ii)多媒体功能可以稍作更改,而不会降低用户的感知度。我们介绍了FPRandom,它是Firefox的修改版,它增加了随机性以缓解最新的指纹识别算法,即画布指纹识别,AudioContext指纹识别和通过JavaScript属性顺序对浏览器进行非屏蔽。我们通过对FPRandom进行针对已知指纹测试的测试来评估其有效性。我们还将进行用户研究并评估随机化的性能开销,以确定对用户体验的影响。

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