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Even if adversaries try to scrub the watermark, Cert-LAS offers provable guarantees for verifying ownership of text-to-image diffusion models.
By learning to focus on question-relevant image regions, Region-R1 boosts multi-modal re-ranking performance by up to 20%, showing that attending to the right visual cues is more important than seeing everything.