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Review Aug 2026

A Review of Deep Learning-Based Text Classification Research

The exponential growth of textual data on social media and information networks poses a significant challenge to extracting valuable information. Text classification, a core task in Natural Language Processing (NLP), is essential for organizing and categorizing such data. Deep learning has emerged as an effective a...

Ran Jin, Ya Wang, Tianzi Wu et al. · 0 citations
Aug 2026

FwNet-ECA: A Lightweight Fourier-Attention Network for Fine-Grained Image Classification

Window-based attention mechanisms have been introduced to alleviate the excessive computational cost inherent in global attention mechanisms. In this paper, we propose a novel architecture named FwNet-ECA, which integrates the Fourier transform with learnable weight matrices to enhance spectral features of images. By...

Xiaoqing Li, Ya Wang, Nannan Gu et al. · 0 citations

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