Hypergraph Neural Networks

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

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  1. 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

  2. Interpretable Hypergraph Learning via Neural Additive Models

    Oct 5, 2026Shihan Feng, Xin Zheng, Shiyi Yang +3Neural Network InterpretabilityHypergraph Neural Networks

    School of Data and Information Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA · Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA · Department of Electrical and Computer Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA +2

  3. Spatiotemporal Hyperedges for EEG Seizure Detection and Prediction

    Sep 29, 2026Hyunju Kim, Sheo Yon Jhin, Noseong Park +1EEG Seizure DetectionGraph Neural Networks

    School of Computational Science and Engineering Georgia Institute of Technology Atlanta, GA, USA · School of Computing Korea Advanced Institute of Science and Technology Daejeon, Republic of Korea

  4. Information Bottleneck-Guided Adaptive Hypergraph Transformer for Brain Disease Diagnosis

    Sep 29, 2026Jingxi Feng, Xudong Chen, Yifan Zhang +5Medical DiagnosisInformation Bottleneck

  5. AutoHGNN: Robust and Efficient Neural Architecture Search for Hypergraph Neural Networks

    Sep 27, 2026Sirui Li, Pietro Liò b, Xinsheng Li +2Hypergraph Neural NetworksNeural Architecture Search

    Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo, 315211, Zhejiang, China · Department of Computer Science and Technology, University of Cambridge, Cambridge, CB2 1TN, Cambridgeshire, United Kingdom

  6. CalibHyper: Chance-Corrected Relational Hypergraphs for Few-Shot Molecular Property Prediction

    Sep 27, 2026Linyu Li, Zhi Jin, Yuanpeng He +7Multi-Label ClassificationFew-Shot Learning

    School of Computer Science, Peking University · Key Laboratory of High Confidence Software Technologies, Peking University, Ministry of Education · School of Computer Science, Wuhan University +1

  7. HyperAMS-Net: Adaptive Multi-Scale Spatial Hypergraph Network for Brain Disorder Classification

    Sep 17, 2026Proloy Kumar Mondal, Md Kamran Hussin Chowdhury, Hoi Leong LeeMedical DiagnosisMulti-Scale Feature Fusion

    Department of Computer Science and Engineering, University of North Texas, Denton, Texas, USA · Inje University, Gimhae-si, Republic of Korea · Faculty of Electronic Engineering and Technology, Universiti Malaysia Perlis, Arau, Malaysia

  8. Hypergraph-Regularized Gramian Volumes for Multimodal Retrieval

    Sep 14, 2026Anindya Nag, Ambuj Mehrish, Sebastiano VasconMultimodal IRCross-Modal Alignment

    Department of Environmental Science, Informatics and Statistics Ca’ Foscari University of Venice, Italy

  9. H2Table: Hierarchical Hypergraph-Enhanced Large Language Models for Complex Table Reasoning

    Sep 1, 2026Jia Ling, Yangfan Wang, Chen Tang +4Table QAHierarchical Representation Learning

    Harbin Institute of Technology · AI Research Center, Midea Group (Shanghai) Co., Ltd. · Changchun University of Science and Technology +1

  10. Why Multi-Layer Message Passing Works: Completeness Theory for Graph Neural Network Interatomic Potentials

    Sep 1, 2026Pingbing Ming, Han WangMachine Learning Interatomic PotentialsGNN Expressivity

    SKLMS, Institute of Computational Mathematics and Scientific/Engineering Computing, AMSS, Chinese Academy of Sciences, No. 55, East Road Zhong-Guan-Cun, Beijing 100190, China · National Key Laboratory of Computational Physics, Institute of Applied Physics and Computational Mathematics, Fenghao East Road 2, Beijing 100094, P.R. China, and HEDPS, CAPT, College of Engineering, Peking University, Beijing 100871, P.R. China

  11. Higher Structures in Deep Learning

    Aug 31, 2026Michael L. Roberts, Carlos Zapata Carratalá. Nicholas J. Cooper, Lijun Chen +2Multilayer PerceptronsHypergraph Neural Networks

    Combinatorial Labs · SEMF/Independent Researcher · University of Colorado Boulder

  12. Hyper-Fold: Exploring the Expressive Limit of Sequence-Geometry Learning for Proteins via Hypergraph Modeling

    Aug 29, 2026Yifan Feng, Guanjie Cheng, Shihui Ying +2Hypergraph Neural NetworksMolecular Property Prediction

    1{School of Software, BNRist, THUIBCS}, Tsinghua University, Beijing 100084, China · School of Software Technology, Zhejiang University, Ningbo 315100, China · 3Shanghai Institute of Applied Mathematics and Mechanics, School of Mechanics and Engineering Science, Shanghai University, Shanghai 200072, China +1

  13. 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

  14. FLASH: Efficient Impact Fall Detection with Unified Hypergraph State-Space Model

    Jul 28, 2026Tresor Y. Koffi, Youssef Mourchid, Yohan DupuisFall DetectionHypergraph Neural Networks

    CESI, CESI LINEACT, France

  15. MissHyper: Restoring Clinical Synchronicity in Missingness-Guided Hypergraph Forecasting

    Jul 24, 2026Mingyi Ma, Qingxiong TanIrregular Time-Series ModelingMultivariate Time Series Forecasting

    Academy of Advanced Interdisciplinary Studies Wuhan University · Institute for Mathematics & Artificial Intelligence Wuhan University

  16. AUCH-Net: Action Unit-Based Consistency-Aware Hypergraph Network for Cross-Domain Few-Shot Facial Expression Recognition

    Jul 23, 2026Xinhan Qiu, Yan Yan, Rui Zhu +2Few-Shot LearningCross-Domain Transfer Learning

    Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, School of Informatics, Xiamen University, Xiamen 361102, China · Fujian Key Laboratory of Pattern Recognition and Image Understanding, Xiamen University of Technology, Xiamen 361024, China · Bayes Business School, City St George’s, University of London, London, EC1Y 8TZ, UK +1

  17. Spectral Higher-Order Neural Networks Have Sharp Expressivity Bounds

    Jul 21, 2026Gianluca Peri, Diego Febbe, Duccio FanelliHypergraph Neural NetworksNeural Network Expressivity

    Department of Physics, University of Florence & INFN, Italy

  18. 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

  19. Dynamic Manipulation Hypergraphs for HAR: Beyond Pairwise Relations: Dynamic Manipulation Hypergraphs for Vision-Based Human Activity Recognition

    Jul 15, 2026Fatemeh ZiaeetabarHuman Activity RecognitionHypergraph Neural Networks

    Department of Computer Science, School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran, Tehran, Tehran, Iran.

  20. Dual-Correlation Hypergraph Network for Unaligned RGBT Video Object Detection and A Large-scale Benchmark

    Jul 9, 2026Qishun Wang, Yapeng Li, Zhengzheng Tu +2Cross-Modal AlignmentVideo Object Detection

    Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Computer Science and Technology, Anhui University, Hefei 230601, China

  21. Hypergraph Neural Stochastic Diffusion: An SDE Framework for Uncertainty Estimation

    Jul 8, 2026Zhiheng Zhou, Mengyao Zhou, Dengyi Zhao +2Stochastic Differential EquationsUncertainty Quantification

  22. SABER: A Semantic-Aligned Brain Network Analysis Framework via Multi-scale Hypergraphs

    Jul 2, 2026Yidan Xu, Xiangmin Han, Rundong Xue +1Medical DiagnosisHypergraph Neural Networks

    Hangzhou Dianzi University, China · Tsinghua University, China · Xi’an Jiaotong University, China

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

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

  24. Partial Skeleton Visibility for Action Recognition: A Constrained Field-of-View Approach

    Jul 1, 2026Yingjie Dai, Tianyang Xu, Yanglin Deng +2Skeleton-Based Action RecognitionVideo Action Recognition

    Jiangnan University, Wuxi, China · University of Surrey, Guildford, UK

  25. HyPE: Category-Aware Hypergraph Encoding with Persistent Edge Embeddings for Persona-Grounded Dialogue

    Jun 11, 2026Sangwon Youn, Yoonjin Jang, Youngjoong KoPersonality Modeling in Language ModelsHypergraph Neural Networks

    Sungkyunkwan University, Suwon, Republic of Korea

  26. Beyond Convolution: Advancing Hypergraph Neural Networks with Hypergraph U-Nets

    Jun 8, 2026Fuli Wang, Wei Qian, Daniel L. Lau +1Hypergraph Neural Networks

    Institute for Financial Services Analytics, University of Delaware, Newark, DE, 19716, USA · Department of Applied Economics and Statistics, University of Delaware, Newark, DE, 19716, USA · Department of Electrical and Computer Engineering, University of Kentucky, Lexington, KY 40506 USA +1

  27. Heterophily-Aware Adaptive Knowledge Distillation for Hypergraph Neural Networks

    Jun 8, 2026Joohee Cho, David Yoon Suk Kang, Yunyong KoEfficient Neural Network InferenceHypergraph Neural Networks

    Chung-Ang University · Seoul, South Korea · Chungbuk National University +1

  28. HoT-SSM:Higher-order Temporal Knowledge Graph Reasoning with State Space Models for Health Care

    Jun 4, 2026Thummaluru Siddartha Reddy, Vempalli Naga Sai Saketh, Yash Punjabi +1Clinical Outcome PredictionHypergraph Neural Networks

    Fujitsu Research of India, Bangalore

  29. Dynamic Hypergraph Representation Learning for Multivariate Time Series without Prior Knowledge

    May 21, 2026Marco Gregnanin, Johannes De Smedt, Giorgio Gnecco +1Multivariate Time Series ForecastingGraph Structure Learning

    IMT School for Advanced Studies Lucca · KU Leuven · University of Chieti-Pescara

  30. GHI: Graphormer over Conditioned Hypergraph Incidence for Aspect-Based Sentiment Analysis

    May 21, 2026Yu Du, Wenlong Zhu, Xingze Li +3Hypergraph Neural NetworksAspect-Based Sentiment Analysis

    Qiqihar University

  31. Learning Higher-Order Structure from Incomplete Spatiotemporal Data: Multi-Scale Hypergraph Laplacians with Neural Refinement

    May 17, 2026Keshu Wu, Sixu Li, Zihao Li +3Graph Structure LearningIncomplete Data Imputation

    Texas A&M University · University of Wisconsin-Madison

  32. Hypergraph Pattern Machine: Compositional Tokenization for Higher-Order Interactions

    May 15, 2026Kyrie Zhao, Zehong Wang, Tianyi Ma +5Feature Interaction ModelingHypergraph Neural Networks

    University of Notre Dame · Stanford University · Yale University +2

  33. 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

  34. Anchor-guided Hypergraph Condensation with Dual-level Discrimination

    May 11, 2026Fan Li, Xiaoyang Wang, Chen Chen +1Hypergraph Neural NetworksDataset Condensation

    School of Computer Science and Engineering, University of New South Wales, Sydney, Australia · School of Artificial Intelligence, Shenzhen University, Shenzhen, China.

  35. Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs

    May 6, 2026Zhenchao Sun, Shuai Ma, Ping Lu +1Hypergraph Neural NetworksConstraint Satisfaction

    SKLCCSE Lab, Beihang University, Beijing, China.

  36. UHR-Net: An Uncertainty-Aware Hypergraph Refinement Network for Medical Image Segmentation

    Apr 30, 2026Shuokun Cheng, Jinghao Shi, Kun SunContrastive LearningImage Segmentation

    School of Computer Sciences, China University of Geosciences (Wuhan), Wuhan 430074, Hubei, China

  37. HST-HGN: Heterogeneous Spatial-Temporal Hypergraph Networks with Bidirectional State Space Models for Global Fatigue Assessment

    Apr 9, 2026Changdao Chen, Qinqiuhong Ye, Hao Chen +1Heterogeneous GNNsHypergraph Neural Networks

    School of Computer Science and Technology, Xi’an Jiaotong University Xi’an, Shaanxi, China · School Of Mechanical Engineering, Xi’an Jiaotong University Xi’an, Shaanxi, China · Xi’an Jiaotong University Health Science Center Xi’an, Shaanxi, China

  38. SDE-Driven Spatio-Temporal Hypergraph Neural Networks for Irregular Longitudinal fMRI Connectome Modeling in Alzheimer's Disease

    Mar 20, 2026Ruiying Chen, Yutong Wang, Houliang Zhou +3Irregular Time-Series ModelingAlzheimer's Disease

    Lehigh University, Bethlehem, PA, USA · New York University, New York, NY, USA · University of Pennsylvania, Philadelphia, PA, USA

  39. M2I2HA: Multi-modal Object Detection Based on Intra- and Inter-Modal Hypergraph Attention

    Jan 21, 2026Xiaofan Yang, Yubin Liu, Wei Pan +5Cross-Modal AlignmentHypergraph Neural Networks

  40. Bridging Cognitive Neuroscience and Graph Intelligence: Hippocampus-Inspired Multi-View Hypergraph Learning for Web Finance Fraud

    Jan 16, 2026Rongkun Cui, Nana Zhang, Kun Zhu +1Long-Tail LearningMulti-View Learning

    School of Computer Science and Technology, Tongji University Shanghai, China · School of Computer Science and Technology, Donghua University Shanghai, China

  41. Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems

    Mar 13, 2025Zhenwei Wang, Tiehua Zhang, Jing Liu +3Constrained RLVehicle Routing

    University of Nottingham Ningbo China, 199 East Taikang Road, Ningbo, 315100, Zhejiang, China · Tongji University, 1239,Siping Road, Shanghai, 200092, Shanghai, China · State Key Laboratory for Novel Software Technology, Nanjing University, 163,Xianlin Road, Nanjing, 210023, Jiangsu, China +1

  42. Hypergraph-Enhanced Dual Convolutional Network for Bundle Recommendation

    Dec 18, 2023Yang Li, Kangbo Liu, Yaoxin Wu +2Recommender SystemsHypergraph Neural Networks

    Northwestern Polytechnical University, China · Nanyang Technological University, Singapore