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School of Mathematical Sciences Peking University Beijing, China
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SecureCROWN enables neural network robustness verification without exposing sensitive data, achieving results that match traditional methods while preserving privacy.
Watermarking LLMs doesn't have to sacrifice privacy: VOW lets you verify machine-generated text without revealing the content to a central authority.
A single malicious message can trigger a self-replicating worm, ClawWorm, that autonomously infects and propagates across entire LLM agent ecosystems, even surviving agent restarts.