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A collection of important graph embedding, classification and representation learning papers with implementations.
netlsd
deepwalk
node2vec
graph2vec
graph-kernel
graph-kernels
kernel-methods
node-embedding
graph-embedding
network-embedding
weisfeiler-lehman
deep-graph-kernels
attention-mechanism
graph-classification
structural-attention
graph-attention-model
classification-algorithm
graph-attention-networks
graph-convolutional-networks
graph-representation-learning
Created
2018-07-14
422 commits to master branch, last one about a year ago
Graph Attention Networks (https://arxiv.org/abs/1710.10903)
Created
2018-02-01
21 commits to master branch, last one 3 years ago
Pytorch implementation of the Graph Attention Network model by Veličković et. al (2017, https://arxiv.org/abs/1710.10903)
Created
2018-03-02
36 commits to master branch, last one 3 years ago
My implementation of the original GAT paper (Veličković et al.). I've additionally included the playground.py file for visualizing the Cora dataset, GAT embeddings, an attention mechanism, and entropy...
Created
2020-12-26
110 commits to main branch, last one 3 years ago
A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).
Created
2019-01-29
180 commits to master branch, last one about a year ago
PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.
Created
2019-08-07
98 commits to master branch, last one 3 years ago
KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019
Created
2019-04-29
60 commits to master branch, last one 4 years ago
resources for graph convolutional networks (图卷积神经网络相关资源)
Created
2019-05-11
85 commits to master branch, last one 5 years ago
An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).
Created
2019-02-23
141 commits to master branch, last one 2 years ago
PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly Detection via Graph Attention Networks) by Zhao et. al (2020, https://arxiv.org/abs/2009.02040).
Created
2021-06-14
483 commits to main branch, last one about a year ago
Code for the paper "How Attentive are Graph Attention Networks?" (ICLR'2022)
Created
2021-05-23
27 commits to main branch, last one 2 years ago
Free hands-on course about Graph Neural Networks using PyTorch Geometric.
Created
2022-04-19
21 commits to main branch, last one about a year ago
This project is a scalable unified framework for deep graph clustering.
Created
2023-04-28
75 commits to main branch, last one 3 months ago
A Context-aware Visual Attention-based training pipeline for Object Detection from a Webpage screenshot!
Created
2019-10-22
104 commits to master branch, last one about a year ago
ECML 2019: Graph Neural Networks for Multi-Label Classification
Created
2019-04-05
74 commits to master branch, last one 4 months ago
PyTorch code for ICPR 2020 paper "DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting"
Created
2020-05-03
62 commits to master branch, last one 2 years ago
[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks
Created
2022-07-24
22 commits to main branch, last one 7 months ago
[ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).
Created
2022-11-21
5 commits to master branch, last one about a year ago
GraphCON (ICML 2022)
Created
2021-08-13
114 commits to main branch, last one 2 years ago
PyTorch implementation of the Graph Attention Networks (GAT) based on the paper "Graph Attention Network" by Velickovic et al - https://arxiv.org/abs/1710.10903v3
Created
2023-07-26
2 commits to main branch, last one about a year ago
When Will We Arrive? A Novel Multi-Task Spatio-Temporal Attention Network Based on Individual Preference for Estimating Travel Time
Created
2022-05-05
162 commits to main branch, last one about a year ago
Anti Money Laundering Detection using Graph Attention Network
Created
2023-10-06
17 commits to main branch, last one about a year ago