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Explore the real-world challenges of implementing differential privacy systems through a conference talk that examines the gap between theoretical ideals and practical deployment. Learn from seven years of hands-on experience building differential privacy systems at Google, focusing on how worst-case scenario planning both facilitates and complicates honest privacy risk assessment. Discover the practical obstacles that arise when deploying differential privacy in production environments and understand the trade-offs between theoretical guarantees and operational realities. Gain insights into the complexities of balancing privacy protection with system usability and performance in large-scale applications.
Syllabus
PEPR '25 - Practical Considerations for Differential Privacy
Taught by
USENIX