graph-attention-networks

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 histograms. I've supported both Cora (transductive) and PPI (inductive) examples!

python deep-learning jupyter pytorch attention attention-mechanism graph-attention-networks self-attention pytorch-implementation gat graph-attention-network pytorch-gat gat-tutorial

Updated Nov 17, 2022
Jupyter Notebook

CapsGNN

benedekrozemberczki / CapsGNN

Sponsor

Star 1.3k

A PyTorch implementation of "Capsule Graph Neural Network" (ICLR 2019).

machine-learning research deep-learning tensorflow sklearn pytorch deepwalk convolution node2vec graph-classification capsule-network graph-attention-networks capsule-neural-networks graph-attention-model struc2vec graph-convolution gnn graph-neural-network capsgnn

Updated Mar 18, 2023
Python

dsgiitr / graph_nets

Star 1.2k

PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.

pytorch deepwalk graph-convolutional-networks graph-embedding graph-attention-networks chebyshev-polynomials graph-representation-learning node-embedding graph-sage

Updated Mar 28, 2025
Jupyter Notebook

xiangwang1223 / knowledge_graph_attention_network

Star 1.1k

KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019

knowledge-graph recommender-system graph-attention-networks graph-neural-networks kdd2019 high-order-connectivity knowledge-based-recommendation knowledge-aware-recommendation explainable-recommendation embedding-propagation knowledge-graph-dataset knowledge-graph-for-recommendation

Updated Aug 5, 2020
Python

Jiakui / awesome-gcn

Star 900

resources for graph convolutional networks (图卷积神经网络相关资源)

nlp cv gcn graph-attention-networks graph-neural-networks graph-attention

Updated Jul 12, 2019

danielegrattarola / keras-gat

Star 489

Keras implementation of the graph attention networks (GAT) by Veličković et al. (2017; https://arxiv.org/abs/1710.10903)

python deep-learning graph keras attention-mechanism graph-attention-networks cora-dataset

Updated Oct 26, 2020
Python

MixHop-and-N-GCN

benedekrozemberczki / MixHop-and-N-GCN

Sponsor

Star 405

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

machine-learning deep-learning tensorflow pytorch deepwalk convolutional-layers convolutional-neural-networks ngcn convolutional gcn node2vec pytorch-cnn graph-attention-networks multi-scale graph-representation-learning walklet graph-convolution graph-attention walklets mixhop

Updated Nov 6, 2022
Python

mlabonne / graph-neural-network-course

Star 395

Free hands-on course about Graph Neural Networks using PyTorch Geometric.

deep-learning neural-network pytorch graph-convolutional-networks graph-attention-networks graph-neural-networks pytorch-geometric

Updated Aug 19, 2023
Jupyter Notebook

ML4ITS / mtad-gat-pytorch

Star 369

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).

deep-learning time-series pytorch attention anomaly-detection graph-attention-networks graph-neural-networks 2021 gnn mtad-gat

Updated Jan 16, 2024
Python

tech-srl / how_attentive_are_gats

Star 345

Code for the paper "How Attentive are Graph Attention Networks?" (ICLR'2022)

graph pytorch attention networks how are graph-attention-networks graph-neural-networks gat attentive gatv2

Updated Apr 5, 2022
Python

xptree / DeepInf

Star 296

DeepInf: Social Influence Prediction with Deep Learning

social-network pytorch graph-convolutional-networks graph-attention-networks

Updated Jul 13, 2020
Python

LMissher / STWave

Star 99

[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks

spatio-temporal intelligent-transportation-systems wavelet-transform graph-wavelets time-series-forecasting graph-attention-networks urban-computing graph-neural-networks traffic-forecasting graph-transformer icde2023 traffic-forcasting

Updated Mar 18, 2025
Python

kevalmorabia97 / CoVA-Web-Object-Detection

Star 93

A Context-aware Visual Attention-based training pipeline for Object Detection from a Webpage screenshot!

computer-vision deep-learning pytorch information-extraction attention convolutional-neural-networks object-detection graph-convolutional-networks multimodal-learning graph-attention-networks visual-attention

Updated Feb 25, 2025
Python

QData / LaMP

Star 90

ECML 2019: Graph Neural Networks for Multi-Label Classification

nlp computer-vision transformers multi-label-classification graph-attention-networks graph-neural-networks

Updated Jul 21, 2024
Python

alexmonti19 / dagnet

Star 90

PyTorch code for ICPR 2020 paper "DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting"

graph sports basketball pytorch vae gcn trajectory-prediction pedestrians graph-attention-networks graph-neural-networks gat gnn trajectory-forecasting human-trajectory vrnn dagnet

Updated Jun 18, 2025
Python

aptx1231 / START

Star 87

[ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).

transformer representation-learning unsupervised-learning trajectory-analysis trajectory-clustering trajectory-prediction trajectory-similarity graph-attention-networks self-supervised-learning icde contrastive-learning trajectory-representation trajectory-representation-learning icde2023

Updated Apr 5, 2024
Python

tk-rusch / GraphCON

Star 59

GraphCON (ICML 2022)

graph-convolutional-networks icml graph-attention-networks graph-neural-networks pytorch-geometric oversmoothing icml-2022

Updated Sep 29, 2022
Python

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