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  We introduce Parallel Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation (MMaDA-Parallel), a parallel multimodal diffusion framework that enables continuous, bidirectional interaction between text and images throughout the entire denoising trajectory.
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- ## Note: This version is still in development; artifacts during generation can be seen.
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  [Paper](https://arxiv.org/abs/2511.09611) | [Code](https://github.com/tyfeld/MMaDA-Parallel)
 
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  We introduce Parallel Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation (MMaDA-Parallel), a parallel multimodal diffusion framework that enables continuous, bidirectional interaction between text and images throughout the entire denoising trajectory.
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+ This variant is based on MagVITv2, trained from MMaDA.
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  [Paper](https://arxiv.org/abs/2511.09611) | [Code](https://github.com/tyfeld/MMaDA-Parallel)