Temporal Graph Neural Networks

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Period ending 2026-09-21

3 new papers

A weekly snapshot of new work published in Temporal Graph Neural Networks.

Period ending 2026-09-14

5 new papers

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Period ending 2026-09-07

1 new paper

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93 papers

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  1. Toward Composable Network Digital Twins: A Subgraph-Based Latency Prediction Study

    Sep 16, 2026Shenjia Ding, David Flynn, Paul HarveyDigital Twin FrameworkDigital Twins

  2. When Correlations Mislead: Confounder-Aware Multi-View Urban Region Representation Learning

    Sep 14, 2026Sean Bin Yang, Ying Sun, Zongyi Xu +6Multi-ViewCross-View

  3. A 25-μs/inf Event-driven Graph Neural Network Processor with Spatiotemporal Caching and Spline Convolution for Ultra-low-latency AI at the Edge

    Sep 14, 2026Adrian Kneip, Martin Lefebvre, Daniel Gehrig +4Sparse Deep Neural Network AcceleratorsTemporal Graph Neural Networks

  4. Single-Stream Multi-Feature Fusion with Temporal Robustness for Gait Emotion Recognition

    Sep 11, 2026Shirong Lyu, Silu Quan, Yixuan Ding +1Skeleton-Based Action RecognitionGait Recognition

  5. A Dataset and Model for Imputing Water Surface Elevation on a Large and Extremely Sparse Spatiotemporal Graph

    Sep 10, 2026Ruben Cartuyvels, Karim Douch, Gabriele Bertoli +4Accurate Flood PredictionSea-Surface Temperature Data

  6. TTGBench: Benchmarking Topological Evolution and Semantic Drift in Text-attributed Temporal Graphs

    Sep 8, 2026Longfei Ma, Zemin Liu, Fei WuTemporal GraphsTemporal Graph Neural Networks

  7. Predicting Spatiotemporal Mobile Sensing-Based PM2.5 Concentrations Using Low-Rank Adapted Spatially Attentive Graph Neural Network

    Sep 7, 2026Om Chiddarwar, Priyanka Mandal, Praveen Kumar Chandaliya +1Air PollutionTemporal Graph Neural Networks

  8. PPO-STGNN: A Proximal Policy Optimization Approach with Spatio-Temporal Graph Neural Networks for DAG Task Scheduling in Cloud-Edge-End Computing

    Sep 3, 2026Yangshuo Qi, Chenwei Wang, Zihan Shen +1Optimal SchedulingTemporal Graph Neural Networks

  9. General Semantic Knowledge Infusion for Spatio-Temporal Traffic Forecasting

    Aug 18, 2026Mattis Thor Straten, Yannick Wolker, Steffen Strohm +3Accurate Traffic ForecastingTemporal Graph Neural Networks

  10. HSTGFormer: Hyper Spatial-Temporal Graph Transformer for 3D Human Pose Estimation

    Aug 12, 2026Ruochen Li, Shuang Chen, Wenke E +23D Pose EstimatorSpatio-Temporal Transformers

  11. ProtoHGF-Net: Prototype HyperGraph Fusion with Intra-modal Calibration for RGBT Object Detection

    Aug 12, 2026Xiangqi Chen, Xiuling Zhang, Chengzhuan Yang +7RgbtObject Detection

  12. F2STNet: Fair and Federated Spectral-Temporal Modeling for Graph Forecasting

    Aug 10, 2026Jiayi Zhang, Jinfeng Xu, Hewei Wang +7Temporal Graph Neural NetworksSpatiotemporal Prediction

  13. When GNNs Fail: Quantifying and Overcoming Temporal Correlation Volatility in Time Series

    Aug 7, 2026Chen Shao, Yue Wang, Zhenyi Zhu +4Temporal Graph Neural NetworksGraph Neural Networks

  14. MiGHT-EHR: A Multi-task Graph Transformer for Heterogeneous Temporal Electronic Health Records

    Aug 5, 2026Anirudh Rayas, Yuan Wang, Pavan TuragaElectronic Health RecordsPatient Trajectories

  15. Spatiotemporal Graph Transformer for Traffic Intelligence in Edge Computing

    Aug 4, 2026Laha Ale, Letian Lin, Na Cao +2Accurate Traffic ForecastingTemporal Graph Neural Networks

  16. Assessing the Generalization of Graph Neural Networks for Fault Location Across Increasing Distributed Energy Resource Penetration Levels

    Jul 31, 2026Burak Karabulut, Olayiwola Arowolo, Carlo Manna +2Temporal Graph Neural NetworksGraph Neural Networks

  17. THGFM: Dual-Branch Temporal Heterogeneous Graph Fusion Model

    Jul 29, 2026Yixin Peng, Diego Collarana, Er Jin +1Temporal Graph Neural NetworksSpatial Attention

  18. A2TTA: Anchored-and-Agile Test-Time Adaptation for Evolving Traffic Sensor Networks

    Jul 28, 2026Du Yin, Xiachong Lin, Yue Tan +4Accurate Traffic ForecastingTemporal Graph Neural Networks

  19. Impact Detection in Fall Events: Leveraging Spatio-Temporal Graph Convolutional Networks and Recurrent Neural Networks Using 3D Skeletons Data

    Jul 28, 2026Tresor Y. Koffi, Youssef Mourchid, Mohammed Hindawi +1Temporal Graph Neural NetworksSkeleton

  20. Eliminating Propagation Delay: Attention-Based Spatial-Temporal Fusion Graph Convolution Network for Traffic Flow Prediction

    Jul 27, 2026Jinpeng Chen, Ziyu Yu, Tao Wang +5Temporal Graph Neural NetworksAccurate Traffic Forecasting

  21. GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models

    Jul 21, 2026Alessandro Scalese, Santhanakrishnan Narayanan, Constantinos AntoniouTemporal Graph Neural NetworksAccurate Traffic Forecasting

  22. Spatio-Temporal Scheduling Prediction Under Backhaul Delay for Resilient Coordinated Beamforming

    Jul 9, 2026Prashant Kumar Singh, Shubham Vaishnav, Ahmet Hasim Gökceoglu +1BeamformingOptimal Scheduling

  23. STAGformer: A Spatio-temporal Agent Graph Transformer for Micro Mobility Demand Forecasting

    Jul 7, 2026Ye ZihaoTemporal Graph Neural NetworksMobility

  24. FAST: A Holistic Framework for Optimizing Memory-I/O, Computation, and Sampling in Temporal GNN Training

    Jul 6, 2026Yushu Cai, Qingrui Zhu, Lei Liu +3Temporal Graph Neural NetworksMulti-Gpu Systems

  25. Domain Knowledge Based Temporal-Spatial Graph Convolution Network for ECG Recognition

    Jul 1, 2026Wenting Ma, Zhipeng Zhang, Xiaohang Yuan +6Pediatric-Adult Electrocardiogram AlignmentTemporal Graph Neural Networks

  26. Relational and Sequential Conformal Inference for Energy Time Series over Graphs via Foundation Models

    Jun 30, 2026Keivan Faghih Niresi, Alice Cicirello, Olga FinkTemporal Graph Neural NetworksElectricity Price Forecasting

  27. Benchmarking Multi-Modal Graph-based Social Media Popularity Prediction

    Jun 25, 2026Utkarsh Sahu, Zhisheng Qi, Li Zhu +4PopularitySocial Media

  28. Explaining Temporal Graph Neural Networks via Feature-induced Information Flow

    Jun 25, 2026Ping Xiong, Thomas Schnake, Klaus-Robert Müller +1Temporal Graph Neural NetworksNeural Network

  29. A Framework for Directed Hypergraph Signal Processing via tensor t-SVD

    Jun 23, 2026Carlos Mundo-Levano, Nicolás Bello, Daniel L. Lau +1HypergraphsTensor

  30. Low-rank Updates in Slowly Time-varying Graphs for Spatial-Temporal Signal Interpolation

    Jun 22, 2026Saghar Bagheri, Gene Cheung, Tim Eadie +1Temporal Graph Neural NetworksSignal Processing

  31. Reconstructing GRACE Terrestrial Water Storage with Spatio-Temporal Graph Neural Networks: An Application to South America

    Jun 22, 2026Lukas Arzoumanidis, Lara Johannsen, Klara Middendorf +2Sea-Surface Temperature DataTemporal Graph Neural Networks

  32. DevoTG: Temporal Graph Neural Networks for Modeling C. elegans Developmental Connectomics

    Jun 20, 2026Jayadratha Gayen, Bradly AliceaBrain Connectome ModalityTemporal Graph Neural Networks

  33. A Smart Classroom Behavior Analysis Framework with a New Highly Congested Classroom Dataset

    Jun 19, 2026Wei Xu, Maoxiang Chu, Yuelong Fan +5OcclusionTemporal Graph Neural Networks

  34. Privacy-Preserving Federated Temporal Graph Learning with Digital Twin--Guided Adaptive Deception for Cyber-Resilient IoMT

    Jun 19, 2026Syed Zeeshan Haider, Anwar Shah, Muneeb Arif +2Internet Of ThingFederated Reinforcement Learning

  35. Multi-Modal Hyper-Graph Fusion for Low-Light Crowd Counting

    Jun 17, 2026Hao-Yuan Ma, Li Zhang, Yushi Qiu +3Low-Light ImagesPedestrian Detection

  36. Multi-Modal Spatio-Temporal Graph Neural Network with Mixture of Experts for Soil Organic Carbon Prediction

    Jun 15, 2026Daniele Mos, Felipe Drummond, Anton Bossenbroek +1Soil Moisture EstimationSoil

  37. Timestamp-Aware Spatio-Temporal Graph Contrastive Learning for Network Intrusion Detection

    Jun 15, 2026Jianli Dai, Guangwei Wu, Jiacheng Li +3Intrusion DetectionTemporal Graph Neural Networks

  38. A Comparative Study of Graph Neural Network Layer Selection for Interaction Modelling in Driving Trajectory Prediction

    Jun 12, 2026George Daoud, Mohamed El-DariebyTemporal Graph Neural NetworksTrajectory Prediction

  39. SpikF-GO: Spiking Fourier Graph Operators for Multivariate Time Series Forecasting

    Jun 11, 2026Jafar Bakhshaliyev, Niels LandwehrMultivariate Time Series ForecastingSpiking Neural Networks

  40. MP3: Multi-Period Pattern Pre-training for Spatio-Temporal Forecasting

    Jun 11, 2026Lilan Peng, Yandi Liu, Qingren Yao +2Spatio-Temporal ForecastingTemporal Graph Neural Networks

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

    Jun 8, 2026Joyce Karen Pelaez, Siqi Zhang, Hoo Sang KoAdditive ManufacturingTemporal Graph Neural Networks

  42. Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

    Jun 8, 2026Soban Nasir Lone, Mohamed Abouelela, Taeyoung Yu +2Accurate Traffic ForecastingTemporal Graph Neural Networks

  43. Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

    Jun 8, 2026Karn Tiwari, Niladri Dutta, N M Anoop Krishnan +1Temporal Graph Neural NetworksTemporal Dynamics

  44. Intention Driven Identification of In-Possession Match Phases in Association Football through Temporal Graph Learning

    Jun 8, 2026Yuesen Li, Daniel LinkTemporal Graph Neural NetworksTemporal Graphs

  45. Crop Recommendation and Agricultural Query Answering System Using Spatio-Temporal Graph Neural Networks and Hybrid Retrieval Augmentation

    Jun 8, 2026Prajwal Thapa, Yagya Raj PandeyaAgricultural LandscapesCrop

  46. GeoGNN: Time Series Geo-Localization using Two-Tower Graph Neural Networks

    Jun 6, 2026Toan Tran, Waqwoya Abebe, Abhishek Potnis +4Cross-View Geo-LocalizationImage Geolocalization

  47. Vessel Traffic Flow Prediction on Sparse Data via Spatio-Temporal Graph Neural Networks with a Learnable Tweedie Head

    Jun 5, 2026Kyeongjun Lee, Heeyoung KimAccurate Traffic ForecastingTemporal Graph Neural Networks

  48. Spatiotemporal Imputation with Graph-Informed Flow Matching

    Jun 4, 2026Zepeng Zhang, Aref Einizade, Jhony H. Giraldo +1Temporal Graph Neural NetworksConditional Flow Matching

  49. HDST-GNN: Heterogeneous Dynamic Spatiotemporal Graph Neural Networks for Multi-Object Tracking in UAV Aerial Imagery

    Jun 4, 2026Phillip JiangMulti-Object TrackingAerial Imagery

  50. PatchSTG: Scalable Spatiotemporal Graph Transformers for Traffic Forecasting on Irregular Sensor Networks

    Jun 2, 2026Jichao Li, Xuanming ShiAccurate Traffic ForecastingTemporal Graph Neural Networks

  51. Uncertainty-Aware Graph Neural Reconstruction of Urban Temperature Fields from Sparse Sensors under Deployment Constraints

    Jun 1, 2026Reda Snaiki, Abdelatif MerabtineOptimal Sensor PlacementTemporal Graph Neural Networks

  52. Temporal Motif Signatures for Temporal Graph Neural Networks

    May 31, 2026Dylan Sandfelder, Mihai Cucuringu, Xiaowen DongTemporal Graph Neural NetworksMotif

  53. Spectra-Guided Neural Tucker Factorization

    May 30, 2026Fusheng Wang, Yikai HouTensor CompletionTensor

  54. Spatiotemporal Multi-Task Graph Transformer for Trip-Level Transit Prediction

    May 30, 2026Oluwaleke Yusuf, Adil Rasheed, Frank LindsethTransit Network DesignAccurate Traffic Forecasting

  55. Graph-Conditioned Mixture of Graph Neural Network Experts for Traffic Forecasting

    May 28, 2026Amirhossein Ghaffari, Saeid Sheikhi, Ekaterina GilmanTemporal Graph Neural NetworksAccurate Traffic Forecasting

  56. Temporal Hyperbolic Graph Representation Learning for Scale-Free Internet Routing and Delay Prediction

    May 27, 2026Yi-Ling Kuo, Hao-Yu Tien, Shih-Yu TsaiTemporal Graph Neural NetworksHypergraphs

  57. MACReD: A Multi-Agent Collaborative Reasoning Framework for Reaction Diagram Parsing

    May 27, 2026Chuang Tang, Chenhao Lin, Yin Xu +5ReactionDiagrams

  58. Dynamic Link Prediction with Temporally Enhanced Signed Graph Neural Networks

    May 25, 2026Derek Regier, Andrew Polyak, Aresh Dadlani +1Temporal Graph Neural NetworksZero-Shot Link Prediction

  59. PHGNet: Prototype-Guided Hypergraph Construction for Heterogeneous Spatiotemporal Forecasting

    May 25, 2026Ruiwen Gu, Yahao Liu, Zhenyu Liu +2Accurate Traffic ForecastingSpatio-Temporal Forecasting

  60. SiST-GNN: Simultaneous Spatial-Temporal Message Passing for Dynamic Graph Representation Learning

    May 25, 2026Shubhajit Roy, Anirban DasguptaTemporal Graph Neural NetworksGnn-Based Detectors