Graph Structure Learning

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Edge Accuracy Is Not Enough: Why Dynamics-Learned Structure Fails to Transfer to Inverse Problems

    Oct 7, 2026Nicholas Tan Jerome, Fangnian WangInverse ProblemsGraph Structure Learning

    Institute for Data Processing and Electronics (IPE) Karlsruhe Institute of Technology (KIT) Karlsruhe, Germany · Institute for Thermal Energy Technology and Safety (ITES) Karlsruhe Institute of Technology (KIT) Karlsruhe, Germany

  2. LFHE: Local-First Heuristic Evolution for Bounded Local Topology Search in Decentralized Learning with Non-IID Data

    Oct 6, 2026Yin-Kuan Liang, Yan Gao, Yang LongGraph Structure LearningDecentralized Learning

    Durham University · University of Cambridge

  3. Joint Precision Neural Networks: Task-Aware Dependency and Predictive Learning

    Oct 5, 2026Andrea Cavallo, Samuel Rey, Antonio G. Marques +1Graph Structure LearningGraph Neural Networks

    INSY Department, Delft University of Technology · Department of Signal Theory and Communications, King Juan Carlos University

  4. World-as-Graph: Relational World Modeling Through Latent Space Graphs

    Sep 30, 2026Yaqi Yang, Shuo Huang, Yujin Huang +3Graph Structure LearningWorld Model Learning

    School of Computing Technologies, RMIT University, Australia · Faculty of Information Technology, Monash University, Australia · KStelrix Star Dynamics Lab, KStelrix, China +1

  5. GARDiff: Graph-Aligned Residual Diffusion for Probabilistic Multivariate Time-Series Forecasting

    Sep 29, 2026Rui Han, Min Yang, Xu Zhang +3Multivariate Time Series ForecastingGraph Structure Learning

    Shandong University, Jinan, China · Macquarie University, Sydney, Australia · China University of Petroleum (East China), Qingdao, China +1

  6. Non-Adaptive Learning of Sparse Erdős--Rényi Graphs via Affine Splitting

    Sep 27, 2026Hoang TaGraph Structure LearningSparse Recovery

    Department of Computer Science, Hanoi University of Science and Technology, Vietnam

  7. Graph Learning with Spectral Connectivity Priors for Scarce Data

    Sep 23, 2026Mingxiao Liu, Bahar Oveisgharan, Bingyan Zou +3Graph Signal ProcessingGraph Structure Learning

    Tsinghua University, China · York University, Canada

  8. Fast Graph Laplacian Estimation using Effective Resistance

    Sep 20, 2026Christoffer Kjellson, Claudio Altafini, Emma TeglingGraph Structure LearningProbabilistic Graphical Models

    Department of Automatic Control, Lund University · ELLIIT Strategic Research Area · Division of Automatic Control, Department of Electrical Engineering, Linköping University

  9. GSLAD: Prototype-Regularized Graph Structure Learning for Multivariate Time Series Anomaly Detection

    Sep 14, 2026Zepeng Zhang, Fuad Khuri, Keivan Faghih Niresi +1Graph Structure LearningIndustrial Anomaly Detection

    Intelligent Maintenance and Operations Systems (IMOS) Lab École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

  10. ABSOL: Aggregated Bayesian Subsampling Orchestrated with LLMs

    Sep 14, 2026Jackson Hassell, Chen Shen, Estevam HruschkaGraph Structure LearningBayesian Networks

    Megagon Labs

  11. Tensor Network Moral Graph Recovery of Discrete Probability Distributions

    Sep 8, 2026Á. Troyano Olivas, Chi-Hang Fred Fung, Hans H. Brunner +2Tensor NetworksGraph Structure Learning

    Heisenberg Research Center (Munich), Huawei Technologies Duesseldorf GmbH, Germany · Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain

  12. Bayesian Matrix-Valued Graphs for Context-Dependent Multivariate Relationships

    Sep 7, 2026Papri DeyGraph Structure LearningBayesian Inference

  13. Geometry-Aware Graph Construction via Adaptive Spectral Bandwidth Control

    Sep 3, 2026Ecem Bozkurt, Antonio OrtegaGraph Structure LearningGraph-Based Semi-Supervised Learning

    Department of Electrical and Computer Engineering University of Southern California, Los Angeles, CA, USA

  14. From topology learning to graph generation: A unifying perspective

    Sep 2, 2026Xiaowen Dong, Hoi-To Wai, Siheng Chen +2Graph Structure LearningGraph Generation

    University of Oxford · The Chinese University of Hong Kong · Shanghai Jiao Tong University +2

  15. Import What You Need: Learning When and How to Augment EHR Graphs with External Knowledge

    Sep 1, 2026Chen Chen, Mohsen Nayebi Kerdabadi, Dongjie Wang +2Graph Structure LearningLongitudinal EHR Modeling

    Electrical Engineering and Computer Science, University of Kansas, USA · Health Outcomes and Biomedical Informatics, University of Florida, USA

  16. Decentralized Multitask Learning over Learned Task Graphs

    Aug 27, 2026Zirui Wan, Stefan VlaskiGraph Structure LearningMulti-Task Learning

    Department of Electrical and Electronic Engineering, Imperial College London, UK

  17. EGRL: Edge generation-guided relation-aware learning for RNA-protein interaction prediction

    Aug 13, 2026Danyu Li, Ling Zhou, Rubing Huang +3Graph Structure LearningHeterogeneous GNNs

    School of Computer Science and Engineering, Macau University of Science and Technology, Macao SAR, 999078, China · Macau University of Science and Technology Zhuhai Research Institute, Zhuhai, Guangdong, 519099, China · Hubei Key Laboratory of Transportation Internet of Things, School of Computer Science and Artificial Intelligence, Wuhan University of Technology, Wuhan, Hubei, 430070, China +2

  18. AutoGrable: What Is a Good Graph for a Table?

    Aug 11, 2026Tamara Cucumides, Floris GeertsGraph Structure LearningTabular Prediction

    University of Antwerp

  19. Exact Rank-Space KL Projection for Shared-Marginal Low-Rank Factors: Application to Doubly Stochastic Clustering

    Aug 9, 2026Enliang HuGraph Structure LearningLow-Rank Matrix Decomposition

  20. Topology Inference for Immune System Networks by Using Cell Amount Data

    Aug 7, 2026Yushan Li, Rikard Forlin, Dimos V. Dimarogonas +1Graph Structure Learning

    Department of Decision and Control Systems, KTH Royal Institute of Technology, Sweden · Department of Women’s and Children’s Health, Karolinska Institutet, Sweden

  21. Graph Machine: Exploring Edge Mechanisms as an Inductive Bias

    Aug 7, 2026Lintai HouGraph Structure LearningNeural Algorithmic Reasoning

    Iter Labs

  22. Beyond Co-Movement: Locality by Exposures Enables a Joint Factor-Graph Framework for Portfolio Diversification

    Aug 6, 2026Sara Chehab, Giorgos Iacovides, Parisa Yazdanparast +1Graph Structure LearningQuantitative Finance

    Imperial College London London, UK

  23. Towards Trustworthy Hypergraph Neural Networks under Label Noise

    Aug 5, 2026Mengyao Zhou, Zhiheng Zhou, Xiao Han +1Graph Structure LearningHypergraph Neural Networks

    Academy of Mathematics and Systems Science, Chinese Academy of Sciences and also with the University of Chinese Academy of Sciences, Beijing 100190, China · School of Mathematics and Statistics, Shandong University, Weihai, Shandong 264209, China · School of Artificial Intelligence, Beihang University, Beijing 100191,China

  24. Differentiable Lifting for Topological Neural Networks

    Aug 2, 2026Jorge Luiz Franco, Gabriel Duarte, Alexander Nikitin +3Graph Structure LearningGraph Representation Learning

    University of São Paulo, Instituto Curvelo · Federal Institute of Ceará · Aalto University +3

  25. Mixing-Free and Signal-Optimal Learning of Gaussian Graphical Models from Glauber Dynamics

    Jul 20, 2026Vignesh Tirukkonda, Gautam DasarathyGraph Structure LearningProbabilistic Graphical Models

    Arizona State University

  26. Knowledge-Assisted Multi-Graph Dependency Learning for Multivariate Time Series Anomaly Detection in Multi-Stage Industrial Processes

    Jul 17, 2026Jaeyeong Lee, Taeseong Yoon, Wonmo Koo +1Graph Structure LearningGraph Representation Learning

    Department of Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea

  27. DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification

    Jul 16, 2026Pengkun Wang, Weijia Cao, Ning Wang +1Graph Structure LearningHyperspectral Imaging

    National Engineering Laboratory for Satellite Remote Sensing Applications, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China · Guangzhou University, Guangzhou 510006, China

  28. NeuroGRIP: Retrieval-Augmented Graph Refinement for Knowledge-Grounded EEG Seizure Diagnosis

    Jul 15, 2026Lincan Li, Zheng Chen, Yushun DongGraph Structure LearningElectroencephalography

    Department of Computer Science, Florida State University, Tallahassee, United States · SANKEN, The University of Osaka, Japan.

  29. Drift-Aware Temporal Graph Rewiring (DATGR) for Adaptive Semantic Modeling in Biomedical Text

    Jul 9, 2026Bharathwaj Vijayakumar, Sahana K. VaradarajuGraph Structure LearningTemporal Link Prediction

    Institutional Data and Analytics, Rowan University, NJ, USA · Information Resources & Technology, Rowan University, NJ, USA

  30. Visual graphs for image classification: does the structure affect performance?

    Jul 7, 2026Alessandra IbbaGraph Structure LearningGraph Neural Networks

    University of Sassari - Department of Engineering, Sassari, Italy