Wei Song

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.

It is shown that adversarial effects can persist after patch removal and that timely intervention is critical for recovery and a state-restoration protocol that removes the patch at matched action-chunk boundaries and measures subsequent recoverability under the same remaining step budget is introduced.

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.