Hypergraph Learning

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2 papers in the last four weeks, against 2 the four weeks before. 0.0% 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. CoHyFuse: Condition-wise Hypergraph Fusion with Global Connectome in Task-fMRI

    Oct 5, 2026Boseong Kim, Haejun Chung, Ikbeom JangFunctional ConnectivityNeuroimaging

    Hanyang University, Seoul, Republic of Korea · Hankuk University of Foreign Studies, Yongin, Republic of Korea

  4. 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

  5. Comprehensive reconstruction of collider events with hypergraph representation learning and graph-conditioned diffusion

    Sep 16, 2026Lining Mao, Yvonne Peters, Ethan Simpson +1High-Energy PhysicsHypergraph Learning

    School of Physics and Astronomy, Shanghai Jiao Tong University, No.800 Dong Chuan Road, Shanghai 200240, PRC · Department of Physics and Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK

  6. Unsupervised Multi-Scale Gromov-Wasserstein Hypergraph Alignment

    Aug 30, 2026Lutz Oettershagen, Honglian Wang, Aristides GionisGraph MatchingHypergraph Learning

    University of Liverpool · Liverpool, UK · KTH Royal Institute of Technology +2

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

    Aug 12, 2026Xiangqi Chen, Xiuling Zhang, Chengzhuan Yang +7Multispectral Object DetectionMultimodal Fusion

  8. 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

  9. Modality Agreement- and Conflict-Aware Prototype Hypergraph Learning for Multimodal Intent Understanding

    Aug 4, 2026Mohnish Raj, Suraj Kumar, Soumi Chattopadhayay +2Prototype LearningMultimodal Fusion

    Mohnish Raj, Suraj Kumar, Graduate Student Member, IEEE, Soumi Chattopadhayay, Senior Member, IEEE, Chandranath Adak, Senior Member, IEEE, Ayan Dutta

  10. HyperClaim: Fine-Grained Cross-Modal Hypergraph Reasoning for Video Misinformation Detection

    Jul 30, 2026Xiangbo Wang, Jiasheng Zhang, Xingtong Yu +2Fake News DetectionAutomated Fact-Checking

    School of Communication Engineering, Hangzhou Dianzi University · School of Computer Science and Technology, Xidian University · School of Computing and Information Systems, Singapore Management University +1

  11. Tools Are Not Islands: Set-Level Tool Retrieval for LLM Agents via Query-Conditioned Hyperedge Prediction

    Jul 28, 2026Xinyi Hong, Pinjun Dong, Xinyang Yu +1Tool-Augmented Language Model AgentsLLM Tool Use

    School of Mathematical Sciences, Shanghai Jiao Tong University · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University

  12. ChemHyperMag: Physics-informed magnetic hypergraph learning improves molecular ADMET prediction

    Jul 19, 2026Hexiao Ding, Hongzhao Chen, Jing Lan +12Graph SSLPhysics-Informed ML

    Department of Health Technology and Informatics, Hong Kong Polytechnic University, Hong Kong SAR, China · University of Liverpool, Liverpool, United Kingdom · Shanghai Jiao Tong University, Shanghai, China +1

  13. 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

  14. 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.

  15. Hypergraph Normal World Models for Logical Visual Anomaly Detection

    Jun 24, 2026Weizhi Nie, Zibo Xu, Weijie Wang +1Unsupervised Anomaly DetectionHypergraph Learning

    Tianjin University

  16. A Framework for Directed Acyclic Hypergraph Learning

    Jun 19, 2026Zhiyuan Dong, Carlos Mundo-Levano, Wei Qian +2Structural Causal ModelsCausal Structure Learning

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

  17. Implicit Semantic-Aware Communication Based on Hypergraph Reasoning

    Jun 18, 2026Yiwei Liao, Shurui Tu, Yong Xiao +2Semantic CommunicationHypergraph Learning

    China Electric Power Research Institute Co., Ltd, Wuhan 430074, China, and National Key Laboratory for Power Grid Environmental Protection, Wuhan, China · School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China · Peng Cheng Laboratory, Shenzhen, China +3

  18. Thresholded Local Hyper-Flow Diffusion

    Jun 8, 2026Meher Chaitanya, Sebastian Dalleiger, Luana RuizSubmodular OptimizationGraph Clustering

    KTH Royal Institute of Technology · Stockholm, Sweden 114 28 · Johns Hopkins University +1

  19. Geometric-Aware Hypergraph Reasoning for Novel Class Discovery in Point Cloud Segmentation

    Jun 5, 2026Zihao Zhang, Aming Wu, Yang Li +2Prototype-Based Classification3D Semantic Segmentation

    School of Artificial Intelligence, College of Intelligence and Computing, Tianjin University, China · School of Computer Science and Information Engineering, Hefei University of Technology, China · Department of Computer Science City St George’s, University of London, UK

  20. Disentangling Latent Risk Pathways via Bayesian Hypergraph Inference

    Jun 4, 2026Shengxian Ding, Haonan Gao, Pangpang Liu +2Latent Variable ModelsBayesian Inference

    Department of Biostatistics, Yale University, New Haven, USA

  21. HYolo: An Intelligent IoT-Based Object Detection System Using Hypergraph Learning

    Jun 3, 2026Isha Abid, Fawad Khan, Muhammad Khuram ShahzadYou Only Look OnceObject Detection

    National University of Sciences and Technology (NUST), Sector H-12, Islamabad, 44000, Pakistan

  22. Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis

    Jun 2, 2026Jaeyoon Sim, Soojin Hwang, Seunghun Baek +2NeuroimagingHypergraph Learning

    Pohang University of Science and Technology (POSTECH), Pohang, South Korea · University of North Carolina at Chapel Hill, Chapel Hill, USA

  23. Learning Label-Efficient Interpretable Medical Image Diagnosis via Semi-supervised Hypergraph Concept Bottleneck Model

    Jun 1, 2026Yijun Yang, Ruiqiang Xiao, Lijie Hu +4Concept Bottleneck ModelsMedical Image Classification

    HKUST(GZ) · Joy Future Academy · MBZUAI +3

  24. Dynamic Topic Modeling with a Higher-Order Hypergraphical Representation

    May 27, 2026Hanjia Gao, Hanwen Ye, Qing Nie +1Topic ModelingHypergraph Learning

    Department of Statistics, University of California, Irvine · Department of Mathematics and Department of Developmental & Cell Biology, University of California, Irvine · Department of Statistics and Applied Probability, University of California, Santa Barbara

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

    May 25, 2026Ruiwen Gu, Yahao Liu, Zhenyu Liu +2Graph Neural NetworksIntelligent Transportation Systems

    Shenzhen Ubiquitous Data Enabling Key Lab Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Computer Science and Engineering University of Electronic Science and Technology of China, Chengdu, China

  26. FD-RAG: Federated Dual-System Retrieval-Augmented Generation

    May 22, 2026Tianhao Gao, Kai Yang, Yiyang LiRetrieval-Augmented GenerationMemory-Augmented Language Models

    School of Computer Science and Technology, Tongji University

  27. 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

  28. 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

  29. Hypergraph as Language

    May 21, 2026Mengqi Lei, Guohuan Xie, Shihui Ying +4LLM AlignmentHypergraph Learning

    1{BNRist, THUIBCS, BLBCI, School of Software}, Tsinghua University · 2Yangtze Delta Region Institute, Tsinghua University · 3Shanghai Institute of Applied Mathematics and Mechanics, Shanghai University +1

  30. HypergraphFormer: Learning Hypergraphs from LLMs for Editable Floor Plan Generation

    May 18, 2026Nikita Klimenko, Hesam Salehipour, Parham Eftekhar +2Indoor Scene GenerationHypergraph Learning

    Autodesk Research · York University · UC Berkeley