Methods › Graphs › Graph Models › Graph Transformer
Graph Transformer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
This is Graph Transformer method, proposed as a generalization of Transformer Neural Network architectures, for arbitrary graphs.
Compared to the original Transformer, the highlights of the presented architecture are:
- The attention mechanism is a function of neighborhood connectivity for each node in the graph.
- The position encoding is represented by Laplacian eigenvectors, which naturally generalize the sinusoidal positional encodings often used in NLP.
- The layer normalization is replaced by a batch normalization layer.
- The architecture is extended to have edge representation, which can be critical to tasks with rich information on the edges, or pairwise interactions (such as bond types in molecules, or relationship type in KGs. etc).
Source: A Generalization of Transformer Networks to GraphsSee Code · graphdeeplearning/graphtransformer
Papers archive 2025-07-28
30 shown of 298, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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H²GFM: Towards unifying Homogeneity and Heterogeneity on Text-Attributed Graphs 10 Jun 2025 · 0 repositories · arXiv:2506.08298
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HGFormer: A Hierarchical Graph Transformer Framework for Two-Stage Colonel Blotto Games via Reinforcement Learning 10 Jun 2025 · 0 repositories · arXiv:2506.08580
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Quantum Graph Transformer for NLP Sentiment Classification 9 Jun 2025 · 0 repositories · arXiv:2506.07937
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OpenGT: A Comprehensive Benchmark For Graph Transformers 5 Jun 2025 · 1 repository · arXiv:2506.04765
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Learning Pyramid-structured Long-range Dependencies for 3D Human Pose Estimation 3 Jun 2025 · 1 repository · arXiv:2506.02853
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Relational Graph Transformer 16 May 2025 · 1 repository · arXiv:2505.10960Syntology ran 1 of 4 samples · 3 unverified
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All You Need Is Synthetic Task Augmentation 15 May 2025 · 0 repositories · arXiv:2505.10120
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SAR-GTR: Attributed Scattering Information Guided SAR Graph Transformer Recognition Algorithm 13 May 2025 · 0 repositories · arXiv:2505.08547
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Structural-Temporal Coupling Anomaly Detection with Dynamic Graph Transformer 13 May 2025 · 1 repository · arXiv:2505.08330
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Fused3S: Fast Sparse Attention on Tensor Cores 12 May 2025 · 1 repository · arXiv:2505.08098
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Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention 21 Apr 2025 · 1 repository · arXiv:2504.15075
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HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering 18 Apr 2025 · 0 repositories · arXiv:2504.13590
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GT-SVQ: A Linear-Time Graph Transformer for Node Classification Using Spiking Vector Quantization 16 Apr 2025 · 1 repository · arXiv:2504.11840
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Towards A Universal Graph Structural Encoder 15 Apr 2025 · 0 repositories · arXiv:2504.10917
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Ensemble-Enhanced Graph Autoencoder with GAT and Transformer-Based Encoders for Robust Fault Diagnosis 13 Apr 2025 · 0 repositories · arXiv:2504.09427
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NetTAG: A Multimodal RTL-and-Layout-Aligned Netlist Foundation Model via Text-Attributed Graph 12 Apr 2025 · 1 repository · arXiv:2504.09260
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Leveraging Auto-Distillation and Generative Self-Supervised Learning in Residual Graph Transformers for Enhanced Recommender Systems 8 Apr 2025 · 0 repositories · arXiv:2504.10500
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Graphs are everywhere -- Psst! In Music Recommendation too 3 Apr 2025 · 0 repositories · arXiv:2504.02598
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Graph Transformer-Based Flood Susceptibility Mapping: Application to the French Riviera and Railway Infrastructure Under Climate Change 31 Mar 2025 · 0 repositories · arXiv:2504.03727
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TacticExpert: Spatial-Temporal Graph Language Model for Basketball Tactics 13 Mar 2025 · 0 repositories · arXiv:2503.10722
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FMCHS: Advancing Traditional Chinese Medicine Herb Recommendation with Fusion of Multiscale Correlations of Herbs and Symptoms 7 Mar 2025 · 0 repositories · arXiv:2503.05167
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Graph Transformer with Disease Subgraph Positional Encoding for Improved Comorbidity Prediction 4 Mar 2025 · 1 repository · arXiv:2503.03046
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Co-MTP: A Cooperative Trajectory Prediction Framework with Multi-Temporal Fusion for Autonomous Driving 23 Feb 2025 · 1 repository · arXiv:2502.16589
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Lightweight yet Efficient: An External Attentive Graph Convolutional Network with Positional Prompts for Sequential Recommendation 21 Feb 2025 · 1 repository · arXiv:2502.15331
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Capturing Rich Behavior Representations: A Dynamic Action Semantic-Aware Graph Transformer for Video Captioning 19 Feb 2025 · 0 repositories · arXiv:2502.13754
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GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion 17 Feb 2025 · 0 repositories · arXiv:2502.11471
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Towards Mechanistic Interpretability of Graph Transformers via Attention Graphs 17 Feb 2025 · 1 repository · arXiv:2502.12352
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Biologically Plausible Brain Graph Transformer 13 Feb 2025 · 1 repository · arXiv:2502.08958Syntology ran 3 of 8 samples · 5 unverified · 8 pointer-only (licence)
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Deep Semantic Graph Learning via LLM based Node Enhancement 11 Feb 2025 · 0 repositories · arXiv:2502.07982
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MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification 6 Feb 2025 · 1 repository · arXiv:2502.04515
Tasks archive 2025-07-28
20 shown of 276 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections