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USENIX Security '22 - ML-Doctor: Holistic Risk Assessment of Our findings suggest that current SDG methods cannot consistently provide sufficient privacy protection Federated Learning (FL) is a decentralized machine learning approach that addresses the limitations of traditional centralized ... Can someone tell whose data trained your AI model? Yes—and that's a privacy violation. Membership Therefore, we can turn the vulnerabilities of ML into For those releasing LLMs into the wild, the data it was trained on is their secret sauce. As an example, the data used
Jing Long, The University of Queensland, Brisbane, QLD, Australia.
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Last Updated: May 21, 2026
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