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Author

Mingdong Ou

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Preprint Oct 2026

FlexVDR: Learning to Allocate Matryoshka Representation Budgets for Visual Document Retrieval

Visual document retrieval relies on rich multi-vector representations to capture fine-grained evidence in document pages, but encoding and matching these representations can be computationally expensive. Existing compression and elastic representation methods expose smaller configurations, yet making multiple budgets a...

Hao-Wen Xiang, Yibo Yan, Xin Zou et al. · 0 citations

Unlocking Multimodal Document Intelligence: From Current Triumphs to Future Frontiers of Visual Document Retrieval

This paper surveys the VDR landscape as a retrieval problem in its own right, rather than as the front end of a generation pipeline, and does so specifically through the lens of the Multimodal Large Language Model (MLLM) era, and dives into the methodological evolution along two orthogonal axes.

Yibo Yan, Jiahao Huo, Guanbo Feng et al. · 9 citations

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