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Results show that, for proximity-defined manipulation hazards, margin selection and fallback strategy can matter more than predicate structure in determining the safety--utility trade-off of a runtime filter.
Video LLMs can misjudge event order by either succumbing to false claims or dismissing true ones, revealing a critical flaw in their reasoning capabilities.
SpreadMark's innovative dense pseudo-random codeword embedding makes watermarking significantly more resilient to attacks, outperforming traditional methods in both robustness and imperceptibility.