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  A semi custom network based on the follow paper [Simpler Diffusion (SiD2)](https://arxiv.org/abs/2410.19324v1)
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  This network uses the optimal transport flow matching objective outlined [Flow Matching for Generative Modeling](https://arxiv.org/abs/2210.02747)
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  A modified tensor product attention with rope is used instead of regular MHA [Tensor Product Attention is All You Need](https://arxiv.org/abs/2501.06425)
 
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  A semi custom network based on the follow paper [Simpler Diffusion (SiD2)](https://arxiv.org/abs/2410.19324v1)
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+ [Modeling](https://huggingface.co/Blackroot/SimpleDiffusion-TensorProductAttentionRope/blob/main/models/uvit.py)
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  This network uses the optimal transport flow matching objective outlined [Flow Matching for Generative Modeling](https://arxiv.org/abs/2210.02747)
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  A modified tensor product attention with rope is used instead of regular MHA [Tensor Product Attention is All You Need](https://arxiv.org/abs/2501.06425)