node-classification
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CogDL: A Comprehensive Library for Graph Deep Learning (WWW 2023)
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Feb 1, 2024 - Python
A PyTorch implementation of "Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks" (KDD 2019).
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Nov 6, 2022 - Python
A repository of pretty cool datasets that I collected for network science and machine learning research.
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Mar 16, 2024
The official implementation of NeurIPS22 spotlight paper "NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification"
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Mar 4, 2024 - Jupyter Notebook
The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"
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Jul 2, 2025 - Python
A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
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Mar 18, 2023 - Python
[DSAA 2018] Autoencoders for Link Prediction and Semi-Supervised Node Classification
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Jul 18, 2019 - Python
Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)
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Apr 14, 2020 - Python
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
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Nov 6, 2022 - Python
Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]
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Oct 11, 2022 - Python
Graph Information Bottleneck (GIB) for learning minimal sufficient structural and feature information using GNNs
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Nov 29, 2022 - Jupyter Notebook
A PyTorch implementation of the Relational Graph Convolutional Network (RGCN).
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Aug 11, 2021 - Python
A collection of graph foundation models including papers, codes, and datasets.
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Jul 10, 2025
Topological Graph Neural Networks (ICLR 2022)
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Jun 10, 2022 - Python
[IJCAI 2019] Source code and datasets for "Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification"
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Apr 25, 2024 - Python
Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)
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Jun 18, 2025 - Python
Source code for EvalNE, a Python library for evaluating Network Embedding methods.
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Apr 1, 2024 - Python
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
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Mar 18, 2023 - Python
CTGCN: k-core based Temporal Graph Convolutional Network for Dynamic Graphs (accepted by IEEE TKDE in 2020)https://ieeexplore.ieee.org/document/9240056
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Aug 25, 2025 - Python
GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification (ICLR'22)
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Oct 25, 2023 - Python
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