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Update README.md (#1)

zkniu +1: zhaochenyang20 - Update README.md (43c9447eb0a8085d1694b2eb4963051dda8ed231)
Co-authored-by: zhaochenyang20 <zhaochenyang20@users.noreply.huggingface.co>
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Add Performance section and benchmark figure
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Update Citation with AuK technical report BibTeX
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Link paper badge to arXiv and correct release date to September 9
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Update model card and add architecture figure
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Upload config.yaml with huggingface_hub
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Upload auk_base.safetensors with huggingface_hub
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Upload vae.safetensors with huggingface_hub
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Upload config.yaml with huggingface_hub
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Upload LICENSE with huggingface_hub
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initial commit