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Preprint Sep 2026

LiAuto-MindViT: A Hybrid Vision Backbone with Adaptive Bidirectional Mamba

While Mamba-based models have shown strong potential for long sequence modeling, adapting them to vision is challenging due to the requirement of local neighborhood correlations and multi-directional spatial contexts for visual understanding. In this paper, we present LiAuto-MindViT, a novel hybrid vision backbone that...

Li Mu, Shuai Chen, Wen Zheng et al. · 0 citations
Preprint Aug 2026

ChainSpace: A Chained-Reasoning Paradigm for Spatial Intelligence

Spatial intelligence requires foundation models to maintain coherent spatial state across interactions with the physical world. However, existing data-centric approaches typically treat spatial reasoning as independent question-answer instances, enabling shortcut-based answering and providing limited supervision for pe...

Xiaohan Zhang, Feng Gu, Xudong Rao et al. · 0 citations

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