I2V systems have a temporal vulnerability where unsafe semantics can emerge from semantic composition over time rather than from a single frame

we investigate three attack scenarios and uncover a temporal vulnerability in I2V systems: unsafe semantics may emerge not from a single frame, but from semantic composition over time.

http://arxiv.org/abs/2608.26971v1