graph-transformer 开源项目推荐（100 个）

graphdeeplearning /graphtransformer

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

wehos /awesome-graph-transformer

Papers about graph transformers.

rampasek /GraphGPS

Recipe for a General, Powerful, Scalable Graph Transformer

daiquocnguyen /Graph-Transformer

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

qitianwu /DIFFormer

The official implementation for ICLR2023 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

qitianwu /NodeFormer

The official implementation of NeurIPS2022 spotlight paper "NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification"

BUAABIGSCity /PDFormer

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

BorgwardtLab /SAT

Official Pytorch code for Structure-Aware Transformer.

vijaydwivedi75 /gnn-lspe

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

lsj2408 /Transformer-M

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

XuhanLiu /DrugEx

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

jcyk /gtos

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

soda-inria /carte

Repository for CARTE: Context-Aware Representation of Table Entries

vijaydwivedi75 /lrgb

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

yi-ding-cs /EmT

[TNNLS-2025] This is the pytorch implementation of EmT, a graph-transformer for EEG emotion recognition.

LMissher /STWave

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

JinheonBaek /GMT

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

cptq /SignNet-BasisNet

SignNet and BasisNet

azminewasi /Awesome-Graph-Research-ICLR2024

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

mims-harvard /ClinVec

ClinVec: Unified Embeddings of Clinical Codes Enable Knowledge-Grounded AI in Medicine