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Hi! I'm Niels from the community science team at Hugging Face.

This PR improves the model card by adding:

• library_name: diffusers and pipeline_tag: image-to-image to the metadata for better discoverability and UI support.
• The correct Arxiv paper ID (2508.21066) to replace the placeholder link in the header.

The code snippets provided by the authors demonstrate clear compatibility with the diffusers library.