Suppressing attention sinks in Stable Diffusion 3 does not degrade text-image alignment or preference metrics at mild intervention levels, though stronger suppression reveals sink-specific perceptual shifts larger than random masking.
Experimental Setup Model and Architecture.We conduct experiments primarily on Stable Diffusion 3 (SD3) using the official inference pipeline
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Attention Sinks in Diffusion Transformers: A Causal Analysis
Suppressing attention sinks in Stable Diffusion 3 does not degrade text-image alignment or preference metrics at mild intervention levels, though stronger suppression reveals sink-specific perceptual shifts larger than random masking.