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Lightweight Privacy-Preserving Task Assignment in Skill-Aware Crowdsourcing
TLDR
A lightweight approach to protect workers privacy against the platform along the current crowdsourcing task assignment process that satisfies differential privacy, and empirically, through experiments performed on various synthetic datasets, that it is a promising research track for coping with realistic cost and quality requirements.
Online publication of court records: circumventing the privacy-transparency trade-off
TLDR
This work claims that current practices are insufficient for coping with massive access to legal data (restrictive access control policies is detrimental to openness and to utility while text redaction is unable to provide sound privacy protection), and proposes a straw man multimodal architecture paving the way to a full-fledged privacy-preserving legal data publishing system.