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graph-transformer

Here are 23 public repositories matching this topic...

graphtransformer

graphdeeplearning / graphtransformer

Graph Transformer Architecture. Source code for "A Generalization of Transformer Networks to Graphs", DLG-AAAI'21.

transformers transformer attention aaai graph-neural-networks graph-deep-learning graph-transformer transformer-networks

Updated Jul 27, 2021
Python

daiquocnguyen / Graph-Transformer

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

text-classification transformer graph-machine-learning graph-embeddings graph-classification self-attention graph-neural-networks graph-representation-learning transformer-models node-embeddings graph-deep-learning graph-transformer

Updated Aug 16, 2022
Python

rampasek / GraphGPS

Recipe for a General, Powerful, Scalable Graph Transformer

long-range-dependence graph-representation-learning graph-neural-network graph-transformer

Updated Mar 10, 2023
Python

ChandlerBang / awesome-graph-transformer

Papers about graph transformers.

machine-learning deep-learning transformers transformer graph-mining graph-neural-networks graph-transformer

Updated Mar 15, 2023

gnn-lspe

vijaydwivedi75 / gnn-lspe

Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

graphs transformers attention representation-learning molecules message-passing lspe geometric-deep-learning graph-neural-networks graph-representation-learning gnn graph-deep-learning positional-encoding graph-transformer transformer-networks gnn-lspe

Updated Feb 10, 2022
Python

jcyk / gtos

Code for AAAI2020 paper "Graph Transformer for Graph-to-Sequence Learning"

machine-translation amr graph-neural-networks graph-transformer

Updated Mar 17, 2020
Python

XuhanLiu / DrugEx

Deep learning toolkit for Drug Design with Pareto-based Multi-Objective optimization in Polypharmacology

reinforcement-learning deep-learning cheminformatics multi-objective-optimization graph-transformer

Updated Mar 4, 2023
Python

qitianwu / NodeFormer

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

text-classification pytorch image-classification relational-learning node-classification graph-neural-networks pytorch-geometric graph-transformer large-graph graph-structure-learning neurips-2022

Updated Mar 9, 2023
Python

BorgwardtLab / SAT

Official Pytorch code for Structure-Aware Transformer.

graph-neural-networks graph-representation-learning graph-transformer icml-2022

Updated Feb 21, 2023
Python

Transformer-M

lsj2408 / Transformer-M

[ICLR 2023] One Transformer Can Understand Both 2D & 3D Molecular Data (official implementation)

molecule transformer molecular-modeling graph-neural-network graph-transformer general-purpose-molecular-model

Updated Mar 3, 2023
Python

lrgb

vijaydwivedi75 / lrgb

Long Range Graph Benchmark, NeurIPS 2022 Track on D&B

long-range-dependence graph-neural-networks long-range graph-representation-learning graph-transformer graph-benchmark graph-datasets

Updated Aug 22, 2022
Jupyter Notebook

JinheonBaek / GMT

Official Code Repository for the paper "Accurate Learning of Graph Representations with Graph Multiset Pooling" (ICLR 2021)

graph pytorch graph-representation graph-classification graph-neural-networks graph-representation-learning graph-pooling graph-transformer graph-multiset-pooling graph-multiset-transformer graph-reconstruction

Updated Dec 10, 2021
Python

cptq / SignNet-BasisNet

SignNet and BasisNet

machine-learning deep-learning graph graph-machine-learning graph-convolutional-networks graph-neural-networks transformer-models graph-transformer

Updated Nov 13, 2022
Python

luis-mueller / probing-graph-transformers

Code for our paper "Attending to Graph Transformers"

transformer graph-neural-network graph-transformer over-squashing

Updated Mar 16, 2023
Python

GRAPH-0 / RGTN-NIE

Implementation for the paper: Representation Learning on Knowledge Graphs for Node Importance Estimation

graph-transformer dgl-graph

Updated Sep 22, 2022
Python

BUAABIGSCity / PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

dtw transformer traffic-prediction spatio-temporal-prediction self-attention traffic-flow-prediction kshape graph-transformer multivariate-time-series-prediction aaai2023

Updated Feb 15, 2023
Python

sail-sg / VGT

Video Graph Transformer for Video Question Answering (ECCV'22)

videoqa video-question-answering temporal-dynamics graph-transformer video-language-understanding

Updated Mar 18, 2023
Python

sorrowyn / MGTN

2021 AAAI Modular Graph Transformer Networks for Multi-Label Image Classification; Official GitHub: https://github.com/ReML-AI/MGTN

transformer aaai graph-transformer multi-label-image

Updated Sep 4, 2021
Python

willyfh / graph-transformer

An unofficial implementation of Graph Transformer (Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification) - IJCAI 2021

deep-learning pytorch neural-networks graph-neural-networks gnn graph-deep-learning graph-transformer

Updated Jan 30, 2023
Python

ansonb / FeTA_TMLR

This repository reproduces the results in the paper "How expressive are transformers in spectral domain for graphs?"(published in TMLR)

graph-representation-learning spectral-graph-theory graph-transformer

Updated Jul 10, 2022
Python

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