LLM agents can reconstruct high-fidelity personal profiles from minimal PII seeds with over 90% accuracy in under 10 minutes at less than $3 cost, exposing three escalating tiers of privacy risks.
Scrub it out! erasing sensitive memoriza- tion in code language models via machine unlearning
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Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents
LLM agents can reconstruct high-fidelity personal profiles from minimal PII seeds with over 90% accuracy in under 10 minutes at less than $3 cost, exposing three escalating tiers of privacy risks.