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12 search results found

Graph Transformer ⭐ 408

Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022) (Pytorch and Tensorflow)

Nodeformer ⭐ 244

The official implementation of NeurIPS22 spotlight paper "NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification"

Difformer ⭐ 204

The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

Hierarchy-Aware Global Model for Hierarchical Text Classification

Tensorflow implementation of ACL2020 paper "Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks."

Quaternion Graph Neural Networks (ACML 2021) (Pytorch and Tensorflow)

Message Passing Attention Networks for Document Understanding

[AAAI 2022] Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification

Shine Emnlp21 ⭐ 13

Codes for SHINE published in EMNLP 2021.

Text Level Gnn ⭐ 8

Text Level Graph Neural Network for Text Classification

Code for paper "Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph", EMNLP 2021 - findings.

Magnet Multi Label Text Classi Cation Using Attention Based Graph Neural Network ⭐ 6

This GitHub repository provides an implementation of the paper "MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network" . MAGNET is a state-of-the-art approach for multi-label text classification, leveraging the power of graph neural networks (GNNs) and attention mechanisms.

Swahili Text Gcn ⭐ 5

Graph Convolutional Network for Swahili News Classification: https://arxiv.org/abs/2103.09325

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