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Common Cause, Not Cross-Attention: Blocking Visual Shortcuts in Audio-Video Generation
Joint audio--video generators are trained on data in which what an event looks like and what it sounds like are strongly, often spuriously, correlated: a particular material, texture, or object appearance co-occurs with a particular sound. This paper is a controlled causal study of the resulting fai
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