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AEGIS achieves near-zero attack success rates against visual synonym jailbreaks while preserving the fidelity of benign outputs, reshaping the defense landscape for text-to-image models.
SrDetection uncovers hidden data leakage patterns in Code LLMs, boosting detection accuracy by over 21 points without relying on fragile heuristics.
Reusing cached plans can cut computational costs by over 80% without sacrificing performance, but only if you adaptively manage prediction mismatches.
