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Shuhang Liu

2 accepted papers

2025

DocMamba: Efficient Document Pre-training with State Space Model

AAAI 2025technical

In recent years, visually-rich document understanding has attracted increasing attention. Transformer-based pre-trained models have become the mainstream approach, yielding significant performance gains in this field. However, the self-attention mechanism's quadratic computational complexity hinders…

2024

UniTabNet: Bridging Vision and Language Models for Enhanced Table Structure Recognition

EMNLP 2024finding

In the digital era, table structure recognition technology is a critical tool for processing and analyzing large volumes of tabular data. Previous methods primarily focus on visual aspects of table structure recovery but often fail to effectively comprehend the textual semantics within tables, parti…