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Xin-Yu Xie

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#artificial intelligence Preprint Sep 2026

Rethinking Multi-Image Re-Representation in Multi-Image Understanding

Multi-image understanding requires MLLMs not only to recognise the content of individual images, but also to organise visual evidence distributed across them. We study this problem through multi-image re-representation, viewing prompted Chain-of-Thought reasoning and agentic visual tool use as different ways of re-orga...

Geng-Yuan Zhang, Xiao Han, Xin-Yu Xie et al. · 0 citations

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