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@@ -12,11 +12,7 @@ We introduce MMaDA, a novel class of multimodal diffusion foundation models desi
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  2. MMaDA introduces a mixed long chain-of-thought (CoT) fine-tuning strategy that curates a unified CoT format across modalities.
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  3. MMaDA adopts a unified policy-gradient-based RL algorithm, which we call UniGRPO, tailored for diffusion foundation models. Utilizing diversified reward modeling, UniGRPO unifies post-training across both reasoning and generation tasks, ensuring consistent performance improvements.
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- [Paper](https://arxiv.org/abs/2505.15809)
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- [Code](https://github.com/Gen-Verse/MMaDA)
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- [Demo](https://huggingface.co/spaces/Gen-Verse/MMaDA)
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  # Citation
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  2. MMaDA introduces a mixed long chain-of-thought (CoT) fine-tuning strategy that curates a unified CoT format across modalities.
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  3. MMaDA adopts a unified policy-gradient-based RL algorithm, which we call UniGRPO, tailored for diffusion foundation models. Utilizing diversified reward modeling, UniGRPO unifies post-training across both reasoning and generation tasks, ensuring consistent performance improvements.
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+ [Paper](https://arxiv.org/abs/2505.15809) | [Code](https://github.com/Gen-Verse/MMaDA) | [Demo](https://huggingface.co/spaces/Gen-Verse/MMaDA)
 
 
 
 
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  # Citation
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