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Qi Sun

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Preprint Jul 2026

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation

Seer is proposed, a training-free framework that detects their valid semantic boundary using a Signal-to-Noise Ratio (SNR)-based criterion and performs one-shot truncation of the redundant suffix for all subsequent computations, offering a highly efficient, plug-and-play solution for DMLLM acceleration.

Qicheng Zhao, Qi Sun, Zheyu Yan · 7 citations