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Update README.md to include paper name (#2)

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Co-authored-by: Sayak Paul <[email protected]>

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  license: apache-2.0
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  ---
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  ## Resources
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  - [arXiv: Paper](https://arxiv.org/pdf/2505.10046)
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  - [GitHub: Code](https://github.com/tang-bd/fuse-dit)
 
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  license: apache-2.0
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  ---
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+ # Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image Synthesis
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+ We systematically explore the under-designed space of fusing LLMs with DiT-based diffusion backbones to text-to-image synthesis.
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  ## Resources
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  - [arXiv: Paper](https://arxiv.org/pdf/2505.10046)
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  - [GitHub: Code](https://github.com/tang-bd/fuse-dit)