Julia Hirschberg

Beyond Direct Identifiers: Probabilistic Privacy Risk Estimation for Privacy-Conscious LLM Query Delegation

This work investigates a probabilistic variant of PCD, where an LLM-driven probabilistic estimation of k-anonymity is augmented with an LLM-driven probabilistic estimation of k-anonymity, and proposes k-anonymity as a useful auxiliary metric for tackling PCD.