SOK: Privacy Definitions and Classical Mechanisms in the Local Setting
Nan Wang, Likun Qin, Tianshuo Qiu

TL;DR
This paper provides a comprehensive analysis of privacy notions in the local setting, comparing point-wise and average-case protections, and examining context-aware versus context-free, interactive versus non-interactive models to guide privacy framework selection.
Contribution
It offers a systematic framework distinguishing various privacy notions in the local setting, clarifying their trade-offs and applicability for researchers and practitioners.
Findings
Comparison of point-wise and average-case protections
Analysis of context-aware versus context-free notions
Evaluation of interactive and non-interactive models
Abstract
This paper delves into the intricate landscape of privacy notions, specifically honed in on the local setting. Central to our discussion is the juxtaposition of point-wise protection and average-case protection, offering a comparative analysis that highlights the strengths and trade-offs inherent to each approach. Beyond this, we delineate between context-aware and context-free notions, examining the implications of both in diverse application scenarios. The study further differentiates between the interactive and non-interactive models, illuminating the complexities and nuances each model introduces. By systematically navigating these core themes, our goal is to provide a cohesive framework that aids researchers and practitioners in discerning the most suitable privacy notions for their specific requirements in the local setting.
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Taxonomy
TopicsPrivacy, Security, and Data Protection · Privacy-Preserving Technologies in Data · Advanced Malware Detection Techniques
