Privacy & Data Protection · 2026-10-26

A sustainable platform for federated health data access, AI innovation, and regulatory acceptance in alignment with the European Health Data Space principles

Open Research Europe 2026, 6:181 (version 4, 6 October 2026)

Federated health infrastructure preserves local custody of patient data, but legitimate secondary use still depends on independently reviewable access authority, cross-border policy reconciliation, and evidence of acceptable analytical outcomes.

Privacy & Data Protection · 2026-03-18

Large-scale online deanonymization with LLMs

arXiv

LLMs do not need to exceed human investigative capability to collapse pseudonymity at scale; they only need to reduce its cost, and that cost reduction is now sufficient to make large-scale deanonymization a routine, automatable threat.

Cumulative knowledge

What does this body of work add up to?

Collection membership is a reading route. Cross-paper propositions remain curated editorial claims in the Knowledge layer, with explicit evidence and traceability.