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Watermarking LLM-agent trajectories just got a major upgrade鈥擳RACE achieves near-perfect detection without sacrificing performance, even under aggressive adversarial conditions.
Diffusion watermarks, thought to be robust, crumble under a simple stochastic resampling attack that breaks trajectory reconstruction.
LLMs can cleverly rewrite generative images to erase semantic watermarks, even when those watermarks are designed to be robust to content-aware modifications.
