Higher-Order GNNs

GNN: Graph Neural Network

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16 papers4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Nonlinear Maps Between Irreducible Representations in Graph Neural Networks

    Oct 29, 2026Mani ShayestehfarEquivariant GNNsPermutation-Equivariant Neural Networks

  2. PANDA: Prior-guided Attentional Dual-path Architecture

    Oct 9, 2026Rishabh Jain, Federico Belotti, Stefano Coniglio +2Hypergraph Neural NetworksHigher-Order GNNs

    University of Cambridge, UK · University of Bergamo, Italy · Independent Researcher

  3. Higher-Order Morphology Priors for Quadruped Reinforcement Learning Under Actuator Degradation

    Oct 7, 2026Derek You, Zafir Shamsi, Keqin Wang +1Higher-Order GNNsRL for Legged Locomotion

    Edison Academy Magnet School. · South Brunswick High School. Work done during the Princeton Laboratory Learning Program. · Princeton University.

  4. Do Higher-Order Models Win for Higher-Order Reasons? Rethinking Performance Gains in Hypergraph Learning

    Oct 6, 2026Fanchen Bu, Fan Li, Geon Lee +4Benchmark DesignHypergraph Neural Networks

    KAIST · UNSW Sydney · University of Oxford

  5. Higher-Order Molecular Grammars for Generative and Foundation Models in Chemistry

    Oct 1, 2026Yiming Huang, Yujie Zeng, Vijay Prakash Dwivedi +4Graph Representation LearningMolecular Generation

    Department of Computing, Imperial College London, London, UK · School of Electronic Engineering and Computer Science, Queen Mary University of London, London, UK · Department of Computer Science, Stanford University, Stanford, CA, USA +1

  6. From Diffusion to Reaction-Diffusion: A Dynamical-Systems View of Oversmoothing in Hypergraph Neural Networks

    Jul 17, 2026Zhiheng Zhou, Mengyao Zhou, Yancheng Chen +3Hypergraph Neural NetworksHypergraph Learning

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

  7. Scaling Higher-Order Graph Learning with Maximal Clique Complexes

    May 29, 2026Antoine Vialle, Aref Einizade, Fragkiskos D. Malliaros +1Graph Neural NetworksGraph Representation Learning

    LTCI, Télécom Paris · Institut Polytechnique de Paris · Palaiseau, France +4

  8. The WidthWall: A Strict Expressivity Hierarchy for Hypergraph Neural Networks

    May 13, 2026Fengqing Jiang, Yuetai Li, Yichen Feng +6GNN ExpressivityHypergraph Neural Networks

    University of Washington · Western Washington University · King Abdulaziz City for Science and Technology +1

  9. Have Graph -- Will Lift? The Case for Higher-Order Benchmarks

    May 8, 2026Bastian RieckBenchmark DesignHigher-Order GNNs

    AIDOS Lab, University of Fribourg, Switzerland · Institute of AI for Health, Helmholtz Munich, Germany

  10. Full-Spectrum Graph Neural Networks: Expressive and Scalable

    May 7, 2026Xiaohan Wang, Deyu Bo, Longlong Li +1Graph Neural NetworksGNN Expressivity

    Division of Mathematical Sciences, School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371, Singapore.

  11. Topological Neural Tangent Kernel

    May 1, 2026Sanjukta KrishnagopalSpectral BiasHigher-Order GNNs

    Department of Computer Science, University of California Santa Barbara

  12. Graph Vector Field: A Unified Framework for Multimodal Health Risk Assessment from Heterogeneous Wearable and Environmental Data Streams

    Mar 30, 2026Silvano Coletti, Francesca FallucchiHigher-Order GNNsDynamic Graph Learning

    Universit`a degli Studi Guglielmo Marconi, Roma, Italy · Chelonia SA, Lugano, Switzerland

  13. TopoOR: A Unified Topological Scene Representation for the Operating Room

    Mar 10, 2026Tony Danjun Wang, Ka Young Kim, Tolga Birdal +2Higher-Order GNNsTopological Representation Learning

    Technical University of Munich, Munich, Germany · Munich Center for Machine Learning, Germany · Kyung Hee University, South Korea +1

  14. Invariant-Stratified Propagation for Expressive Graph Neural Networks

    Mar 2, 2026Asela Hevapathige, Ahad N. Zehmakan, Asiri Wijesinghe +1Over-Smoothing in GNNsHigher-Order GNNs

    Department of Mechanical Engineering, University of Melbourne, Melbourne, Australia · School of Computing, Australian National University, Canberra, Australia · Data61, CSIRO, Canberra, Australia

  15. FloydNet: A Learning Paradigm for Global Relational Reasoning

    Jan 27, 2026Jingcheng Yu, Mingliang Zeng, Qiwei YeGraph Neural NetworksRelational Reasoning

    Beijing Academy of Artificial Intelligence

  16. Chaining 2-FWL GNNs for Combinatorial Graph Alignment

    Oct 3, 2025Marc LelargeGraph MatchingHigher-Order GNNs

    INRIA - Ecole Normale Supérieure PSL Research University