Privacy Policy Enforcement Guardrails
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Privacy Policy Enforcement Guardrails for Data-Sensitive Retrieval-Augmented Generation
arXiv:2605.17034v2 Announce Type: replace Abstract: Standard PII filters often miss contextual data leakage in RAG systems, such as non-regulated attribute clusters that collectively identify individuals. We introduce a Privacy Policy Enforcement (PPE) framework using dual one-class density estimators with fused text embeddings and a calibrated abstain region for out-of-distribution inputs. Using an axis-stratified, multi-LLM synthetic data pipeline across medicine, finance, and law, we...
As big tech heads Down Under, some fear Australia risks giving up control
Federal government accused of AI policy retreat as US tech giants plan Australian investments Mon 8 Jun 2026 at 4:43am A former Labor minister says the federal government "blinked" on AI regulation, shelving plans to make it safer for consumers rather than provoke US President Donald Trump. When he was minister for Industry and Science, Ed Husic was planning to bring in "mandatory guardrails" on high-risk AI as part of a standalone act that aimed to protect the community against the...