Search Results - RepositoryStats

136

905

mit

16

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

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

Created 2020-12-17

13 commits to main branch, last one 3 years ago

awesome-graph-transformer wehos

71

812

unknown

22

Papers about graph transformers.

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

Created 2021-09-10

48 commits to main branch, last one 8 months ago

GraphGPS rampasek

124

689

mit

13

Recipe for a General, Powerful, Scalable Graph Transformer

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

Created 2022-05-24

24 commits to main branch, last one about a year ago

Graph-Transformer daiquocnguyen

79

657

apache-2.0

10

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

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

Created 2019-08-03

181 commits to master branch, last one 2 years ago

DIFFormer qitianwu

32

303

unknown

11

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

pytorch iclr2023 attention diffusion large-graph transformer graph-transformer pytorch-geometric diffusion-equation node-classification text-classification image-classification graph-neural-networks geometric-deep-learning pytorch-geometric-temporal spatial-temporal-forecasting

Created 2023-03-01

14 commits to main branch, last one about a year ago

NodeFormer qitianwu

29

296

unknown

4

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

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

Created 2022-11-04

29 commits to main branch, last one 9 months ago

SAT BorgwardtLab

37

250

bsd-3-clause

6

Official Pytorch code for Structure-Aware Transformer.

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

Created 2022-05-30

17 commits to main branch, last one about a year ago

gnn-lspe vijaydwivedi75

35

248

mit

4

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

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

Created 2021-09-13

6 commits to main branch, last one 2 years ago

PDFormer BUAABIGSCity

38

214

mit

2

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

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

Created 2022-11-19

11 commits to master branch, last one about a year ago

Transformer-M lsj2408

26

205

mit

6

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

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

Created 2022-10-04

19 commits to main branch, last one about a year ago

DrugEx XuhanLiu

68

202

mit

8

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

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

Created 2018-10-12

84 commits to master branch, last one about a year ago

gtos jcyk

26

190

mit

4

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

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

Created 2019-07-16

14 commits to master branch, last one 4 years ago

lrgb vijaydwivedi75

21

155

mit

4

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

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

Created 2022-06-15

11 commits to main branch, last one about a year ago

GMT JinheonBaek

21

102

unknown

2

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

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

Created 2021-02-16

38 commits to main branch, last one 3 years ago

SignNet-BasisNet cptq

14

96

mit

8

SignNet and BasisNet

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

Created 2022-03-07

34 commits to main branch, last one about a year ago

carte soda-inria

11

88

bsd-3-clause

10

Repository for CARTE: Context-Aware Representation of Table Entries

regression data-science transformers classification machine-learning graph-transformer

Created 2024-05-31

113 commits to main branch, last one 2 days ago

Awesome-Graph-Research-ICLR2024 azminewasi

6

82

mit

2

It is a comprehensive resource hub compiling all graph papers accepted at the International Conference on Learning Representations (ICLR) in 2024.

gnn iclr graph awesome iclr2024 awesome-list awesome-lists deep-learning grap-clustering graph-algorithms machine-learning graph-transformer equivariant-network supervised-learning deep-neural-networks graph-neural-network graph-neural-networks artificial-intelligence semisupervised-learning

Created 2024-02-10

13 commits to main branch, last one about a month ago

STWave LMissher

7

75

unknown

2

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

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

Created 2022-07-24

22 commits to main branch, last one 8 months ago

GFormer HKUDS

14

73

apache-2.0

4

[SIGIR'2023] "GFormer: Graph Transformer for Recommendation"

graph-transformer recommender-systems graph-neural-networks collaborative-filtering graph-representation-learning

Created 2023-04-30

61 commits to master branch, last one 6 months ago

VGT sail-sg

12

46

apache-2.0

4

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

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

Created 2022-07-20

26 commits to main branch, last one about a year ago

Clinical-knowledge-embeddings mims-harvard

4

36

mit

3

Unified Clinical Vocabulary Embeddings for Advancing Precision Medicine

embeddings medical-ai clinical-ai multimodality graph-transformer precision-medicine representation-learning

Created 2024-08-30

15 commits to main branch, last one a day ago

tgt shamim-hussain

2

36

mit

5

Triplet Graph Transformer

transformer molecular-graphs graph-transformer graph-neural-networks

Created 2023-11-16

35 commits to master branch, last one 6 months ago

PST BorgwardtLab

1

34

bsd-3-clause

4

Protein Structure Transformer (PST): Endowing pretrained protein language models with structural knowledge

graph-transformer protein-structure evolutionary-scale-modeling protein-representation-learning

Created 2023-12-27

61 commits to main branch, last one 10 months ago

HIGT HKU-MedAI

1

31

unknown

2

[MICCAI'23] HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis

graph-transformer whole-slide-image computational-pathology multi-instance-learning

Created 2023-07-21

13 commits to main branch, last one 3 months ago

graph-transformer willyfh

5

29

mit

2

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

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

Created 2023-01-17

22 commits to main branch, last one 8 months ago

lps jw9730

3

27

mit

2

[NeurIPS'23 Spotlight] Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance (LPS), in PyTorch

gnn graph pytorch transformer equivariance graph-transformer vision-transformer

Created 2023-05-28

38 commits to main branch, last one 8 months ago

Unified-Graph-Transformer NSLab-CUK

5

25

mit

3

Unified Graph Transformer (UGT) is a novel Graph Transformer model specialised in preserving both local and global graph structures and developed by NS Lab @ CUK based on pure PyTorch backend.

graph transformers graph-transformer graph-neural-networks pretrained-graph-model graph-representation-learning self-supervised-graph-learning structure-preserving-graph-transformer

Created 2023-08-16

27 commits to main branch, last one 8 months ago

GET THUNLP-MT

3

25

mit

5

This repo contains the codes for our paper "Generalist Equivariant Transformer Towards 3D Molecular Interaction Learning" (ICML 2024).

graph-transformer unified-molecules affinity-prediction

Created 2024-05-06

7 commits to main branch, last one 3 months ago

NeuralWalker BorgwardtLab

2

24

bsd-3-clause

3

Official Pytorch implementation of NeuralWalker

random-walk graph-transformer state-space-models graph-neural-networks graph-representation-learning

Created 2024-05-31

25 commits to main branch, last one 6 months ago