FAQs
Privacy Attacks
What is the Role of a Privacy Budget in Preventing Privacy Violations in Differential Privacy Frameworks?
FAQs
Privacy Attacks
What is the Role of a Privacy Budget in Preventing Privacy Violations in Differential Privacy Frameworks?

A privacy budget is a key mechanism in differential privacy frameworks that limits the amount of information that can be revealed about an individual across multiple queries. It quantifies the allowable privacy loss and ensures that the cumulative privacy impact of all queries does not exceed this threshold. Each query is deducted from the allocated budget based on its potential privacy impact, and once the budget is depleted, no further queries can be processed. This helps prevent privacy violations from successive or combined queries.

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