Temporal GNNs

GNN: Graph Neural Network

Ask about this topic

Momentum

6 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 54

All topics
CardsList

  1. Temporal Heterogeneous Graph Pretraining for Relational Deep Learning

    Sep 28, 2026Yixin Peng, Er Jin, Diego Collarana +1Temporal GNNsHeterogeneous GNNs

    RWTH Aachen University, Aachen, Germany · Fraunhofer FIT, Sankt Augustin, Germany

  2. Temporal Graph Learning of Wearable Actigraphy and Sleep Traces for Modelling Adolescent Crystallized Intelligence

    Sep 27, 2026Md. Tanvir Rahman, Nabil Anan Orka, Asaduzzaman Khan +1Temporal GNNsClinical Prediction

    School of Health and Rehabilitation Sciences, The University of Queensland, QLD 4072, Australia

  3. QUARTET: Quad-branch cross-Attention and Random-walk Traces for Enhancing Transformers on Relational Graphs

    Sep 22, 2026Kyaw Hpone Myint, Nan Jiang, Xiang Li +4Temporal GNNsTransformer Attention

    Capital One

  4. CacheDyG: Decoupling Temporal Propagation for Efficient Dynamic Graph Learning

    Sep 22, 2026PinHeng Zong, Ye YuanTemporal GNNsTemporal Link Prediction

    College of Computer and Information Science, Southwest University, Chongqing, China

  5. Spatiotemporal Kronecker Covariance Neural Networks

    Sep 21, 2026Andrea Cavallo, Athanasios Georgoutsos, Elvin IsufiMultivariate Time Series ForecastingTemporal GNNs

    Delft University of Technology, Delft, Netherlands

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

    Sep 8, 2026Longfei Ma, Zemin Liu, Fei WuTemporal GNNsTemporal Link Prediction

    1Zhejiang University

  7. Statistical Feature Augmentation for Anomaly Detection in Dynamic Graphs

    Sep 2, 2026Philipp Schlinge, Jean-Luc Schnipper, Martin AtzmuellerTemporal GNNsData Augmentation

    Osnabrück University, 49074 Osnabrueck,Germany · German Research Centre for Artificial Intelligence (DFKI), 49084 Osnabrück, Germany

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

    Aug 7, 2026Chen Shao, Yue Wang, Zhenyi Zhu +4Multivariate Time Series ForecastingTemporal GNNs

    Karlsruhe Institute of Technology, Germany · The Hong Kong University of Science and Technology, Hong Kong SAR · East China Normal University, China +1

  9. Where Does Neural Advantage Arise in Continuous-Time Dynamic Graph Prediction?

    Aug 7, 2026Minwoo Yu, Young-guk HaTemporal GNNsTemporal Link Prediction

    Smart Computing Laboratory, Department of Computer Science & Engineering, Konkuk University, Seoul 05029, Republic of Korea

  10. EvtGraph: Event-Adaptive Compression for Sparse Temporal Graph Learning in Multimodal Time Series

    Aug 5, 2026Ziqian Wang, Tingxiong Xiao, Yuxiao Cheng +1Irregular Time-Series ModelingEfficient Multimodal Inference

    Department of Automation Tsinghua University Beijing, China

  11. Dynamic Spectral Filtering for Temporal Graph Learning: Learning Evolving Propagation Operators

    Jul 30, 2026Yan KongTemporal GNNsTemporal Link Prediction

    Nanjing University of Information Science and Technology, China

  12. Contrastive Representation Learning of Longitudinal Disease Trajectories on Temporal Graphs

    Jul 28, 2026Bastian PfeiferTemporal GNNsGraph Contrastive Learning

    Institute for Medical Informatics, Statistics and Documentation · Medical University Graz · Graz, Austria

  13. What Softmax Throws Away: Mass-Aware Attention for Evidence Accumulation

    Jul 24, 2026Minwoo Yu, Young-guk HaTemporal GNNsTemporal Link Prediction

    Smart Computing Laboratory, Department of Computer Science & Engineering, Konkuk University, Seoul 05029, Republic of Korea.

  14. Scalable and Efficient Joint Spiking Embedding Predictive Architecture for Large-Scale Dynamic Graphs

    Jul 20, 2026Huizhe Zhang, Yuchang Zhu, Huazhen Zhong +2Temporal GNNsGraph SSL

    Sun Yat-sen University Guangzhou, China · Sun Yat-sen University Zhuhai, China

  15. Institutional Equity Holdings Prediction Using Node Affinities of Dynamic Graphs

    Jul 13, 2026Emad Izadifar, Zahed RahmatiTemporal GNNsLink Prediction

    aDepartment of Mathematics and Computer Science, Amirkabir University of Technology, Tehran, Iran

  16. 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 GNNsGraph Neural Networks

    Xidian University Guangzhou, Guangdong, China · Hunan University Changsha, Hunan, China

  17. Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution

    Jul 4, 2026Yazheng Liu, Xi Zhang, Sihong Xie +1Temporal GNNsFeature Attribution

    Artificial Intelligence Trust, The Hong Kong University of Science and Technology (Guangzhou) · Key Laboratory of Trustworthy Distributed Computing and Service (MoE), Beijing University of Posts and Telecommunications

  18. A Dynamic Scene Interaction Reasoning Framework for Scene-level Lane-Change Intention and Trajectory Prediction of Multiple Interacting Vehicles

    Jul 2, 2026Joshua Kofi Asamoah, Blessing Agyei Kyem, Eugene Denteh +1Temporal GNNsMulti-Agent Trajectory Prediction

    North Dakota State University, 1410 14th Avenue Offerdahl North Building, CIE 201, Fargo, 58102, North Dakota, United States

  19. Dynamic Neural Graph Encoding of Inference Processes in Deep Weight Space

    Jul 2, 2026Di Wu, Huan Liu, Zhixiang Chi +3Temporal GNNsImplicit Neural Representations

    University of Toronto · National University of Singapore · McMaster University +1

  20. EHHN: An Event-driven Heterogeneous Hypergraph Network for Object-Centric Next Activity Prediction

    Jul 2, 2026Jiaxing Wang, Kaitao Chen, Zhubin Han +4Temporal GNNsProcess Mining

  21. FinInvest-GTCN: Explainable Graph-Temporal-Causal Modeling for Risk-Aware Investment Decision Optimization

    Jun 27, 2026Junyan Tan, Yifan Li, Minghao Wang +2Temporal GNNsCausal Interpretability

    Department of Computer Science Zhejiang University

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

    Jun 25, 2026Utkarsh Sahu, Zhisheng Qi, Li Zhu +4Social Media AnalysisTemporal GNNs

    University of Oregon · University of Georgia · Adobe Research

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

    Jun 25, 2026Ping Xiong, Thomas Schnake, Klaus-Robert Müller +1Temporal GNNsFeature Attribution

    Berlin Institute for the Foundations of Learning and Data – BIFOLD, 10623 Berlin, Germany · Machine Learning Group, Technical University of Berlin, Berlin, Germany · Department of Chemistry, Chemical Physics Theory Group, University of Toronto, Toronto, Canada +5

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

    Jun 20, 2026Jayadratha Gayen, Bradly AliceaTemporal GNNsDynamic Graph Learning

    1IIIT Hyderabad · 2OpenWorm Foundation · 3Orthogonal Research and Education Laboratory

  25. TMR-GGNN: Credit Card Fraud Detection based on Time-Aware Multi-Relational Guided Graph Neural Network

    Jun 16, 2026Rohit Tewari, Shubhankar Shilpi, Navin Chhibber +3Temporal GNNsHeterogeneous GNNs

    Unysis Fairfax, USA · Truist Banks Atlanta, USA · Infinity Tech Group Technical Product Owner Sunnyvale, USA +3

  26. TCHG: Tri-Trust Conditioned Heterogeneous Graph Learning for Reliable Dynamic Trust Prediction

    Jun 15, 2026Bohao Liao, Boyu Deng, Qipeng Song +2Temporal GNNsHeterogeneous GNNs

    School of Telecommunication Engineering, Xidian University, Xi’an, 710071, Shaanxi, China · National Key Laboratory of Multi-domain Data Collaborative Processing and Control, Beijing, 100141, China · School of Cyber Engineering, Xidian University, Xi’an, 710071, Shaanxi, China

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

    Jun 15, 2026Jianli Dai, Guangwei Wu, Jiacheng Li +3Temporal GNNsGraph SSL

    Central South University of Forestry and Technology, School of Computer Science and Mathematics, Changsha, 410004, Hunan, P.R. China · Central South University, School of Computer Science and Engineering, Changsha, 410083, Hunan, P.R. China

  28. Temporal Sheaf Neural Networks with Dynamic Orthogonal Transport

    Jun 8, 2026Md Sadek Hossain Asif, Tanzila Khan, Md. Mosaddek KhanTemporal GNNsGraph Neural Networks

    University of Dhaka

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

    Jun 8, 2026Yuesen Li, Daniel LinkTemporal Action SegmentationTemporal GNNs

    Technical University of Munich, Experimental Exercise Science, Munich, Germany · Technical University of Munich, Munich Data Science Institute, Munich, Germany

  30. Temporal Motif Signatures for Temporal Graph Neural Networks

    May 31, 2026Dylan Sandfelder, Mihai Cucuringu, Xiaowen DongTemporal GNNsGNN Expressivity

    University of Oxford · University of California, Los Angeles