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Shi-Jie Han

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Preprint Oct 2026

CoTA++: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective

Diffusion-based multimodal large language models (dMLLMs) decode by iterative denoising with bidirectional attention, which precludes the standard autoregressive key--value cache. Practical deployments therefore rely on approximate caching that reuses intermediate states across denoising steps. Such caching, however, o...

Qi-Yan Zhao, Xiao-Feng Zhang, Xu-Yao Zhang et al. · 0 citations

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