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Harnessing LLMs for Scalable Data Minimization

USENIX via YouTube

Overview

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Explore how Large Language Models can revolutionize data minimization practices in this 15-minute conference talk from PEPR '25. Discover how LLMs' advanced contextual understanding capabilities can accelerate data classification across organizational storage systems, enhance de-identification processes for text corpora, and streamline internal governance mechanisms compared to traditional approaches. Learn about proposed architectures that combine various LLM-based tools with complementary techniques like lineage tracing to enable proactive data minimization strategies and effectively prevent data sprawl across enterprise environments.

Syllabus

PEPR '25 - Harnessing LLMs for Scalable Data Minimization

Taught by

USENIX

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