A new research paper on audio-video diffusion models reveals that cross-modal attention, which coordinates text, sound, and visual content, can introduce subtle and systematic semantic leakage. The study probes the 'attention triangle' of three cross-attention edges to analyze this phenomenon.
Audio-video diffusion models rely on cross-modal attention to coordinate text, sound, and visual content, yet this same mechanism can introduce subtle and systematic semantic leakage. We study these models by probing and analyzing the ``attention triangle,'' comprising the three cross-attention edge
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