A Generalization of Transformer Networks to Graphs | Paper Citation Record

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Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges cites this paper.

Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges A Generalization of Transformer Networks to Graphs

Reference 24

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How Attentive are Graph Attention Networks? cites this paper.

How Attentive are Graph Attention Networks? A Generalization of Transformer Networks to Graphs

Reference 14

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Explaining the Explainers in Graph Neural Networks: a Comparative Study cites this paper.

Explaining the Explainers in Graph Neural Networks: a Comparative Study A Generalization of Transformer Networks to Graphs

Reference 22

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Simple Path Structural Encoding for Graph Transformers cites this paper.

Simple Path Structural Encoding for Graph Transformers A Generalization of Transformer Networks to Graphs

Reference 16

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TxPert: Leveraging Biochemical Relationships for Out-of-Distribution Transcriptomic Perturbation Prediction cites this paper.

TxPert: Leveraging Biochemical Relationships for Out-of-Distribution Transcriptomic Perturbation Prediction A Generalization of Transformer Networks to Graphs

Reference 2016

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Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities cites this paper.

Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities A Generalization of Transformer Networks to Graphs

Reference 19

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DAM-GT: Dual Positional Encoding-Based Attention Masking Graph Transformer for Node Classification cites this paper.

DAM-GT: Dual Positional Encoding-Based Attention Masking Graph Transformer for Node Classification A Generalization of Transformer Networks to Graphs

Reference 13

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A Physics-Augmented GraphGPS Framework for the Reconstruction of 3D Riemann Problems from Sparse Data cites this paper.

A Physics-Augmented GraphGPS Framework for the Reconstruction of 3D Riemann Problems from Sparse Data A Generalization of Transformer Networks to Graphs

Reference 16

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Graph Positional Autoencoders as Self-supervised Learners cites this paper.

Graph Positional Autoencoders as Self-supervised Learners A Generalization of Transformer Networks to Graphs

Reference 9

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FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts cites this paper.

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts A Generalization of Transformer Networks to Graphs

Reference 8

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OpenGT: A Comprehensive Benchmark For Graph Transformers cites this paper.

OpenGT: A Comprehensive Benchmark For Graph Transformers A Generalization of Transformer Networks to Graphs

Reference 2

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Positional Encoding meets Persistent Homology on Graphs cites this paper.

Positional Encoding meets Persistent Homology on Graphs A Generalization of Transformer Networks to Graphs

Reference 4

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Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing cites this paper.

Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing A Generalization of Transformer Networks to Graphs

Reference 2019

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Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning cites this paper.

Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning A Generalization of Transformer Networks to Graphs

Reference 29

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Learnable Spatial-Temporal Positional Encoding for Link Prediction cites this paper.

Learnable Spatial-Temporal Positional Encoding for Link Prediction A Generalization of Transformer Networks to Graphs

Reference 6

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HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data cites this paper.

HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Data A Generalization of Transformer Networks to Graphs

Reference 10

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GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations cites this paper.

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations A Generalization of Transformer Networks to Graphs

Reference 27

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Density-aware Walks for Coordinated Campaign Detection cites this paper.

Density-aware Walks for Coordinated Campaign Detection A Generalization of Transformer Networks to Graphs

Reference 6

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Graph Neural Networks in Multi-Omics Cancer Research: A Structured Survey cites this paper.

Graph Neural Networks in Multi-Omics Cancer Research: A Structured Survey A Generalization of Transformer Networks to Graphs

Reference 110

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Transformers are Graph Neural Networks cites this paper.

Transformers are Graph Neural Networks A Generalization of Transformer Networks to Graphs

Reference 12

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NN-Former: Rethinking Graph Structure in Neural Architecture Representation cites this paper.

NN-Former: Rethinking Graph Structure in Neural Architecture Representation A Generalization of Transformer Networks to Graphs

Reference 12

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Commute Networks as a Signature of Urban Socioeconomic Performance: Evaluating Mobility Structures with Deep Learning Models cites this paper.

Commute Networks as a Signature of Urban Socioeconomic Performance: Evaluating Mobility Structures with Deep Learning Models A Generalization of Transformer Networks to Graphs

Reference 29

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Few-shot Learning on AMS Circuits and Its Application to Parasitic Capacitance Prediction cites this paper.

Few-shot Learning on AMS Circuits and Its Application to Parasitic Capacitance Prediction A Generalization of Transformer Networks to Graphs

Reference 12

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Leveraging Manifold Embeddings for Enhanced Graph Transformer Representations and Learning cites this paper.

Leveraging Manifold Embeddings for Enhanced Graph Transformer Representations and Learning A Generalization of Transformer Networks to Graphs

Reference 9

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AblationBench: Evaluating Automated Planning of Ablations in Empirical AI Research cites this paper.

AblationBench: Evaluating Automated Planning of Ablations in Empirical AI Research A Generalization of Transformer Networks to Graphs

Reference 3

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Towards Interpretable Drug-Drug Interaction Prediction: A Graph-Based Approach with Molecular and Network-Level Explanations cites this paper.

Towards Interpretable Drug-Drug Interaction Prediction: A Graph-Based Approach with Molecular and Network-Level Explanations A Generalization of Transformer Networks to Graphs

Reference 11

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Player-Team Heterogeneous Interaction Graph Transformer for Soccer Outcome Prediction cites this paper.

Player-Team Heterogeneous Interaction Graph Transformer for Soccer Outcome Prediction A Generalization of Transformer Networks to Graphs

Reference 14

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MPFSR-Enhanced GNNs: Spectral Graph Neural Networks Enhancement Through Learnable Multiple-Parameter Graph Fractional Fourier Transforms cites this paper.

MPFSR-Enhanced GNNs: Spectral Graph Neural Networks Enhancement Through Learnable Multiple-Parameter Graph Fractional Fourier Transforms A Generalization of Transformer Networks to Graphs

Reference 61

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CoBAD: Modeling Collective Behaviors for Human Mobility Anomaly Detection cites this paper.

CoBAD: Modeling Collective Behaviors for Human Mobility Anomaly Detection A Generalization of Transformer Networks to Graphs

Reference 13

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STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting cites this paper.

STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting A Generalization of Transformer Networks to Graphs

Reference 5

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Asynchronous Message Passing for Addressing Oversquashing in Graph Neural Networks cites this paper.

Asynchronous Message Passing for Addressing Oversquashing in Graph Neural Networks A Generalization of Transformer Networks to Graphs

Reference 16

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Feature Augmentation of GNNs for ILPs: Local Uniqueness Suffices cites this paper.

Feature Augmentation of GNNs for ILPs: Local Uniqueness Suffices A Generalization of Transformer Networks to Graphs

Reference 6

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Detecting LLM-Generated Spam Reviews by Integrating Language Model Embeddings and Graph Neural Network cites this paper.

Detecting LLM-Generated Spam Reviews by Integrating Language Model Embeddings and Graph Neural Network A Generalization of Transformer Networks to Graphs

Reference 10

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A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning cites this paper.

A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning A Generalization of Transformer Networks to Graphs

Reference 16

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A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning cites this paper.

A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning A Generalization of Transformer Networks to Graphs

Reference 14

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Distributed Control of Network Systems in the Space of Stabilizing Graph Neural Network Policies cites this paper.

Distributed Control of Network Systems in the Space of Stabilizing Graph Neural Network Policies A Generalization of Transformer Networks to Graphs

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Text2Structure3D: Graph-Based Generative Modeling of Equilibrium Structures with Diffusion Transformers cites this paper.

Text2Structure3D: Graph-Based Generative Modeling of Equilibrium Structures with Diffusion Transformers A Generalization of Transformer Networks to Graphs

Reference 8

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Toward Manifest Relationality in Transformers via Symmetry Reduction cites this paper.

Toward Manifest Relationality in Transformers via Symmetry Reduction A Generalization of Transformer Networks to Graphs

Reference 31

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Invariant-Stratified Propagation for Expressive Graph Neural Networks cites this paper.

Invariant-Stratified Propagation for Expressive Graph Neural Networks A Generalization of Transformer Networks to Graphs

Reference 18

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Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity Matrices Generative Replay cites this paper.

Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity Matrices Generative Replay A Generalization of Transformer Networks to Graphs

Reference 10

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A Structure-Preserving Graph Neural Solver for Parametric Hyperbolic Conservation Laws cites this paper.

A Structure-Preserving Graph Neural Solver for Parametric Hyperbolic Conservation Laws A Generalization of Transformer Networks to Graphs

Reference 86

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Graph Transformer-Based Pathway Embedding for Cancer Prognosis cites this paper.

Graph Transformer-Based Pathway Embedding for Cancer Prognosis A Generalization of Transformer Networks to Graphs

Reference 84

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Scalable and Adaptive Parallel Training of Graph Transformer on Large Graphs cites this paper.

Scalable and Adaptive Parallel Training of Graph Transformer on Large Graphs A Generalization of Transformer Networks to Graphs

Reference 6

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Revisiting Graph-Tokenizing Large Language Models: A Systematic Evaluation of Graph Token Understanding cites this paper.

Revisiting Graph-Tokenizing Large Language Models: A Systematic Evaluation of Graph Token Understanding A Generalization of Transformer Networks to Graphs

Reference 6

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Invariant-Based Diagnostics for Graph Benchmarks cites this paper.

Invariant-Based Diagnostics for Graph Benchmarks A Generalization of Transformer Networks to Graphs

Reference 13

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Attention-based graph neural networks: a survey cites this paper.

Attention-based graph neural networks: a survey A Generalization of Transformer Networks to Graphs

Reference 150

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Rethinking Positional Encoding for Neural Vehicle Routing cites this paper.

Rethinking Positional Encoding for Neural Vehicle Routing A Generalization of Transformer Networks to Graphs

Reference 1

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Beyond Oversquashing: Understanding Signal Propagation in GNNs Via Observables cites this paper.

Beyond Oversquashing: Understanding Signal Propagation in GNNs Via Observables A Generalization of Transformer Networks to Graphs

Reference 2

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Observation 0a0f21d8-af08-45c2-8109-d7499b0d5627 · inbound

Rethinking Generalization in Graph Neural Networks: A Structural Complexity Perspective cites this paper.

Rethinking Generalization in Graph Neural Networks: A Structural Complexity Perspective A Generalization of Transformer Networks to Graphs

Reference 41

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Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement cites this paper.

Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement A Generalization of Transformer Networks to Graphs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:35:46.615348Z

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Observation 9beafdc8-feb2-4ac4-b1bd-ad09448025e1 · inbound

Composable Crystals: Controllable Materials Discovery via Concept Learning cites this paper.

Composable Crystals: Controllable Materials Discovery via Concept Learning A Generalization of Transformer Networks to Graphs

Reference 7

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Observation 9bffdbfe-51bf-4597-a876-153043554d60 · inbound

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation cites this paper.

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation A Generalization of Transformer Networks to Graphs

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:42:39.817579Z

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Observation f6ef54c8-cbe2-4f34-8556-682b6baae39e · inbound

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation cites this paper.

Mask-Morph Graph U-Net: A Generalisable Mesh-Based Surrogate for Crashworthiness Field Prediction under Large Geometric Variation A Generalization of Transformer Networks to Graphs

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:35:04.194604Z

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Observation af3def18-fc9f-4fdf-b31a-491ed4d734ed · inbound

Neural Point-Forms cites this paper.

Neural Point-Forms A Generalization of Transformer Networks to Graphs

Reference 9

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Observation 98a9d8dc-9651-49dc-9161-dc54aa153f7e · inbound

Do Deep Ensembles Actually Capture Uncertainty in Graph Neural Networks? cites this paper.

Do Deep Ensembles Actually Capture Uncertainty in Graph Neural Networks? A Generalization of Transformer Networks to Graphs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:11:12.827701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e0ff2f66-6ac4-432e-9caf-4b8904d5f921 · inbound

Is an Image Also Worth 16x16=256 Superpixels? A Framework for Attentional Image Classification cites this paper.

Is an Image Also Worth 16x16=256 Superpixels? A Framework for Attentional Image Classification A Generalization of Transformer Networks to Graphs

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.306447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a27f25f6-eefa-4a64-aa4f-9bd2c4d029ea · inbound

Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection cites this paper.

Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection A Generalization of Transformer Networks to Graphs

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:32:47.375962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cd35016-27b7-4b21-8be0-1c3cc6f2265f · inbound

FLAGG: Flexible Autoregressive Graph Generation cites this paper.

FLAGG: Flexible Autoregressive Graph Generation A Generalization of Transformer Networks to Graphs

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T06:36:43.974283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5ce1e915-1f3b-4d27-b959-eaf7f2969627 · inbound

TRAPS: Therapeutic Response Analysis via Pathway-informed Stratification cites this paper.

TRAPS: Therapeutic Response Analysis via Pathway-informed Stratification A Generalization of Transformer Networks to Graphs

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:07:08.734287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a1b4953f-238f-4b46-8f90-5d1baf154f50 · inbound

Spatiotemporal Graph Transformer for 3D Neighborhood Interaction and Quality Prediction in Metal Additive Manufacturing cites this paper.

Spatiotemporal Graph Transformer for 3D Neighborhood Interaction and Quality Prediction in Metal Additive Manufacturing A Generalization of Transformer Networks to Graphs

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T00:47:30.718894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 268c7757-5dfa-429d-a268-acdee9641ba9 · inbound

Handling Feature Heterogeneity with Learnable Graph Patches cites this paper.

Handling Feature Heterogeneity with Learnable Graph Patches A Generalization of Transformer Networks to Graphs

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.310754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a53afdcf-53b8-461a-b0f3-a76b679c3b73 · inbound

Graph Grounded Cross Attention Transformer Neural Network for Structurally Constrained Full Event Sequence Generation in Predictive Process Monitoring cites this paper.

Graph Grounded Cross Attention Transformer Neural Network for Structurally Constrained Full Event Sequence Generation in Predictive Process Monitoring A Generalization of Transformer Networks to Graphs

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:09:15.106516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d074acac-fbab-42a7-bc24-a69a6f6d3e21 · inbound

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation cites this paper.

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation A Generalization of Transformer Networks to Graphs

Reference 117

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:49:41.936389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60f678ab-7347-44de-8bd8-9c426e3ffb01 · inbound

One Generator, Any Process: LLM-Conditioning for the LHC cites this paper.

One Generator, Any Process: LLM-Conditioning for the LHC A Generalization of Transformer Networks to Graphs

Reference 284

Resolution: verified exact; arxiv_id, observed 2026-07-04T11:39:46.494962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea923541-2111-4596-b4d1-f3b9013c291c · inbound

One Generator, Any Process: LLM-Conditioning for the LHC cites this paper.

One Generator, Any Process: LLM-Conditioning for the LHC A Generalization of Transformer Networks to Graphs

Reference 288

Resolution: verified exact; arxiv_id, observed 2026-06-30T10:14:36.122480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfef9a09-e2b6-4a49-8262-9fa7b65d8996 · inbound

Communicability-Inspired Positional Encoding (CIPE) cites this paper.

Communicability-Inspired Positional Encoding (CIPE) A Generalization of Transformer Networks to Graphs

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:20:06.749390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1f2855c0-3e5a-4546-a4da-e47de4a6b5fb · inbound

Spatial Support Matters: Geometry-Aware Graph Fusion for Rainfall Field Reconstruction cites this paper.

Spatial Support Matters: Geometry-Aware Graph Fusion for Rainfall Field Reconstruction A Generalization of Transformer Networks to Graphs

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:48:32.436028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57491561-60b4-4069-a676-c8f7f4cdb896 · inbound

On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer cites this paper.

On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer A Generalization of Transformer Networks to Graphs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T20:32:51.641968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 435e448b-0fdd-4c28-9544-d1224bfc7577 · inbound

Eigenbasis-Independent Learnable Spectral Positional Encodings for Directed Graphs via Hermitian Block Krylov Subspaces cites this paper.

Eigenbasis-Independent Learnable Spectral Positional Encodings for Directed Graphs via Hermitian Block Krylov Subspaces A Generalization of Transformer Networks to Graphs

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T21:36:34.336703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5582e93-e3e0-49e0-a56b-0000fadb421e · inbound

Eigenbasis-Independent Learnable Spectral Positional Encodings for Directed Graphs via Hermitian Block Krylov Subspaces cites this paper.

Eigenbasis-Independent Learnable Spectral Positional Encodings for Directed Graphs via Hermitian Block Krylov Subspaces A Generalization of Transformer Networks to Graphs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T15:54:42.245227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7d2d29a-d0e3-4a62-837e-74a25e81d4c8 · inbound

Node4All: Learning Node Representation Beyond Datasets cites this paper.

Node4All: Learning Node Representation Beyond Datasets A Generalization of Transformer Networks to Graphs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T18:33:44.682143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0e3b32-3f12-4851-a8b5-a14f546701db · inbound

GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models cites this paper.

GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models A Generalization of Transformer Networks to Graphs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T12:56:39.184813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e89b5d1f-5dad-4f34-a120-5524ca1eafcb · inbound

Hybrid Lagrangian-Eulerian Model for Lagrangian Fluid Simulation cites this paper.

Hybrid Lagrangian-Eulerian Model for Lagrangian Fluid Simulation A Generalization of Transformer Networks to Graphs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:47.122663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers