Memorization in Stable Diffusion is driven by the structural duplication of the CLIP <eot> embedding inside <pad> tokens, which causes over-reliance on that vector; simple inference-time masking or token replacement suppresses it without quality loss.
Mem- bench: Memorized image trigger prompt dataset for diffu- sion models.TMLR, 2025
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Memorization In Stable Diffusion Is Unexpectedly Driven by CLIP Embeddings
Memorization in Stable Diffusion is driven by the structural duplication of the CLIP <eot> embedding inside <pad> tokens, which causes over-reliance on that vector; simple inference-time masking or token replacement suppresses it without quality loss.