Author

Xue-Zhe Ma

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#machine learning Preprint Oct 2026

Towards Looped Models Done Right, Part II: Rethinking at Fixed Points

Every recurrence of a looped language model adds cost in training, decoding, prefill, and reinforcement learning (RL). The closer recurrent states get to fixed points, the less the path to them matters. This enables truncated backpropagation in training; terminal key-value (KV) sharing for decoding with almost no loss...

Benhao Huang, Chu-Fan Shi, Jun-Lin Chen et al. · 0 citations

#computer vision Preprint Sep 2026

InfoEdit: Probing Global Layout Reasoning in Infographic Editing

Multimodal foundation models edit natural photographs at production quality, yet the same models struggle with structured visual content such as infographics. Unlike photographs, infographics encode information through logical relations; editing one element often requires surrounding elements to be adapted. We refer to...

Cheng Yang, Chu-Fan Shi, Hui-Juan Wang et al. · 0 citations