AINeutralarXiv – CS AI · 7h ago6/10
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Catch-Only-One: Non-Transferable Examples for Model-Specific Authorization
Researchers introduce non-transferable examples (NTEs), a novel data encoding technique that restricts unauthorized model access while preserving utility for authorized applications. The method leverages model-specific low-sensitivity subspaces to act as cryptographic-like controls on AI data usage, addressing regulatory demands for purpose limitation without requiring model retraining or deployment control.