Multimodal Graph Learning

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 60

All topics
CardsList

  1. RAEGNet: Relation-Aware Evidence Graph Network for Harm-Aware Multimodal Fake News Detection

    Sep 29, 2026Wenbin Shen, Guoxuan Qin, Guangxu Yao +4Fake News DetectionMultimodal Graph Learning

    Nanjing University of Science and Technology · Zhejiang University · University of Chinese Academy of Sciences

  2. GraphSelect for Budgeted Representation Selection in Multimodal Graph Inference

    Sep 27, 2026Xu Wang, Xunkai Li, Yinlin Zhu +1Efficient Multimodal InferenceMultimodal Classification

    School of Airspace Science and Engineering, Shandong University, Weihai, China · Department of Computer Science, Beijing Institute of Technology, Beijing, China · School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China

  3. ICE: Task-Aligned Clifford Latent Fields for Multimodal Graph Foundation Models

    Sep 24, 2026Xunkai Li, Xu Wang, Yinlin Zhu +4Graph Foundation ModelsMultimodal Graph Learning

    Department of Computer Science, Beijing Institute of Technology, Beijing, China · School of Airspace Science and Engineering, Shandong University, WeiHai, China · School of Computer Science and Engineering, Sun Yat-sen University, GuangZhou, China

  4. SMILESGNN: Interpretable Clinical Toxicity Prediction via SMILES-Graph Cross-Attention Fusion

    Sep 23, 2026Quang Minh Nguyen, Thuy Quynh Nguyen, Duc Minh Le +3Toxicity DetectionMolecular Property Prediction

    National Economics University Hanoi, Vietnam · VNU University of Science Hanoi, Vietnam

  5. Robust and Efficient AI Frameworks for Scalable Material Design and Property Prediction

    Sep 15, 2026Kishalay DasGraph SSLMaterials Property Prediction

  6. When Vision Meets Graphs: A Survey on Graph Reasoning and Learning

    Sep 3, 2026Xinjian Zhao, Wei Pang, Zhixuan Yu +8Visual ReasoningMultimodal Graph Learning

    The Chinese University of Hong Kong, Shenzhen · University of Waterloo · Institute of Automation, Chinese Academy of Sciences +1

  7. 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

  8. PatTree: a novel approach for automated creation of multimodal, graph-based patient representations for medical classification tasks

    Aug 3, 2026Julia Gehrmann, Lars Quakulinski, Hamza Naseem +1Multimodal ClassificationAlzheimer's Disease Classification

    Institute for Biomedical Informatics, University of Cologne, Medical Faculty and University Hospital Cologne, Kerpener Straße 62, Cologne, 50937, Germany · Division of Computer Science, Department of Mathematics and Computer Science, Faculty of Mathematics and Natural Sciences, University of Cologne, Albertus-Magnus-Platz, Cologne, 50923, Germany · Department of Data Science and Artificial Intelligence, Fraunhofer Institute for Applied Information Technology, Schloss Birlinghoven, Sankt Augustin, 53757, Germany

  9. Towards Effective Federated Multimodal Graph Learning via Navigating Multifaceted Heterogeneity

    Aug 1, 2026Yinlin Zhu, Di Wu, Yi Zhang +5Multimodal Federated LearningFederated Graph Learning

    Sun Yat-sen University, Guangzhou, China1 · Shandong University, Weihai, China2 · Beijing Institute of Technology, Beijing, China3

  10. MMFGU: Multimodal Federated Graph Unlearning

    Jul 30, 2026Haodong Lu, Zekai Chen, Weiwei Ji +5Multimodal Federated LearningFederated Unlearning

    Beijing Institute of Technology Beijing, China

  11. 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

  12. FedOGL: Combating Catastrophic Forgetting in Federated Open-World Multimodal Graph Learning

    Jul 30, 2026Zekai Chen, Haodong Lu, Shihao Li +5Multimodal Federated LearningFederated Continual Learning

    Beijing Institute of Technology, Beijing, China

  13. Dual-Path LLM Reasoning for Multimodal Few-Shot Knowledge Graph Completion

    Jul 29, 2026Jinlan Liu, Zhiying Tu, Yongchao Xing +5Multimodal Graph LearningMultimodal KGs

    Harbin Institute of Technology (Weihai), Weihai 264209, China · Shandong Provincial Key Laboratory of Digital Service Computing Technology and Systems, Weihai 264200, China · Harbin Institute of Technology Qingdao Research Institute, Qingdao 266400, China

  14. CHARM: A Multimodal Graph Foundation Model with Hierarchical Context Modeling for Zero-Shot Transfer

    Jul 28, 2026Ankang Yang, Jitao Zhao, Di Jin +2Transfer LearningGraph Foundation Models

    School of Computer Science and Technology, College of Intelligence and Computing, Tianjin University · Data Science Program, Columbian College of Arts and Sciences, The George Washington University

  15. One Model, Many Graphs: Learning over Attributed Graphs across Heterogeneous Modalities with Vision-Language Models

    Jul 21, 2026Jiayi Yang, Yifang Chen, Yuanfu Sun +2Graph Representation LearningVLM Adaptation

    New York University Shanghai · New York University

  16. HCIG: A Hierarchical Cross-Modal Incongruity Graph Network for Multimodal Sarcasm and Cyberbullying Detection

    Jul 17, 2026Bhavana Verma, Priyanka Meel, Dinesh Kumar VishwakarmaMultimodal ClassificationMultimodal Graph Learning

    Multimodal Data Analytics Research Laboratory Department of Information Technology Delhi Technological University

  17. Toward Federated Multimodal Graph Foundation Models: A Topology-Aware Multimodal Alignment Framework

    Jul 17, 2026Xunkai Li, Guohao Fu, Yuming Ai +4Multimodal Federated LearningCross-Modal Alignment

    Beijing Institute of Technology, Beijing, 100811, China

  18. TSAI-MetaFraud: A Benchmark Dataset for Financial Fraud Transaction and Behavioral Risk Detection in Metaverse Ecosystems

    Jul 10, 2026Refat Ishrak Hemel, Ehsan Hallaji, Roozbeh Razavi-FarFinancial Fraud DetectionTemporal Link Prediction

    Trustworthy and Secure AI Lab (TSAI Lab), Faculty of Computer Science, University of New Brunswick, Canada

  19. Time Imprint: Learning Time-Aware Representations in Multi-Modal Knowledge Graphs

    Jul 8, 2026Pengyu Zhang, Klim Zaporojets, Congfeng Cao +2Multimodal Graph LearningMultimodal Contrastive Learning

    University of Amsterdam Amsterdam, The Netherlands · Aarhus University Aarhus, Denmark

  20. Latent graph encoding of multimodal neuroimaging features with generative AI architectures

    Jul 8, 2026Ishaan Batta, Meenu Ajith, Vince CalhounVariational AutoencodersMultimodal Embedding

    Center for Translational Research in Neuroimaging and Data Science (TReNDS): Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, USA

  21. Canopy: A Heterograph Foundation Model for Metabolic Engineering

    Jul 7, 2026Jake Bowden, Laurence Legon, Satnam SuraeHeterogeneous GNNsGraph SSL

    Twig Bio, London, United Kingdom

  22. Causal-RetiGraph: Cross-Cohort Retinal Support and Same-Subject Pathway Analysis for Diabetic Retinopathy

    Jul 6, 2026Inam Ullah, Imran Razzak, Shoaib JameelCausal Mediation AnalysisDiabetic Retinopathy Grading

    University of Southampton Southampton, United Kingdom · Mohamed bin Zayed University of Artificial Intelligence United Arab Emirates

  23. Predicting Therapeutic Outcome via Aligning Patient-Specific Knowledge Graph and Gene-Level Perturbation Representations

    Jul 6, 2026Dongmin Bang, Sugyun An, Inyoung Sung +3Cancer GenomicsHealthcare

    Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea · AIGENDRUG Co., Ltd., Seoul, Republic of Korea · BK21 FOUR Intelligence Computing, Seoul National University, Seoul, Republic of Korea +2

  24. CoFEND: A Cross-Modal Fusion End-to-End Network for Cold-Start Drug-Drug Interaction Prediction

    Jul 3, 2026Di Wu, Hongyi Sun, Haichao Xu +3Multimodal Graph LearningDrug Discovery

  25. 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

  26. MKGR: Multimodal Knowledge-Graph Representation Learning for Cold-Start Protein-Protein Interaction Prediction

    Jul 2, 2026Wenbo ZhangKG EmbeddingProtein-Protein Interaction Prediction

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

  27. ClinRAG-GRAPH: Clinical-prior Retrieval-Augmented Graph Model with Domain Adversarial Learning for Breast pCR Prediction

    Jul 1, 2026Yaofei Duan, Yuhao Huang, Tianyu Zhang +12Domain-Adversarial LearningRetrieval-Augmented Generation

    Department of Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands · The Netherlands Cancer Institute, Amsterdam, The Netherlands · Faculty of Applied Sciences, Macao Polytechnic University, Macau, China +5

  28. 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

  29. GRAFT: Biological Graph and Hypergraph Benchmarks for Linked Gene Expression and Phenotypic Trait Prediction in Arabidopsis thaliana

    Jun 25, 2026Manuel Serna-Aguilera, Vanshika Jindal, Fiona L. Goggin +5Multimodal Graph LearningGenomics

    Department of Electrical Engineering and Computer Science, University of Arkansas, AR · CVIU Lab, University of Arkansas, AR · Department of Entomology and Plant Pathology, University of Arkansas, AR +3

  30. Towards Modality-imbalanced Federated Graph Learning: A Data Synthesis-based Approach

    Jun 18, 2026Zhengyu Wu, Hongchao Qin, Xunkai Li +3Multimodal Federated LearningMissing-Modality Learning

  31. ChronoSurv: A Clinical Pathway-Guided Graph Framework for Multimodal Survival Analysis

    Jun 17, 2026Hugo Miccinilli, Theo Di PiazzaCancer Survival PredictionHeterogeneous GNNs

    Université Paris-Saclay, CentraleSupélec, MICS, France · University of Lyon, INSA Lyon, CREATIS, France

  32. Context-aware Modality-Topology Co-Alignment for Multimodal Attributed Graphs

    Jun 12, 2026Sirui Zhang, Xu Wang, Zhengyu Wu +2Cross-Modal AlignmentMultimodal Graph Learning

  33. SMGFM: Spectral Multimodal Graph Pretraining for Multimodal-Attributed Graphs

    Jun 11, 2026Zhengyu Wu, Xu Wang, Hongchao Qin +4Graph Representation LearningCross-Modal Alignment

  34. Multimodal Graph Negative Learning

    Jun 11, 2026Zhengyu Wu, Xu Wang, Hongchao Qin +4Multimodal ClassificationMultimodal Graph Learning

  35. Artemis: Anatomy-Resolved inTervention for Eliminating Multimodal NeuroImage confounderS

    Jun 10, 2026Siyuan Dai, Yang Du, Kun Zhao +6Graph Neural NetworksMultimodal Graph Learning

    Department of Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA. · Department of Computer Science, University of Maryland, College Park, MD · Imaging Genetics Center, Mark & Mary Stevens Institute for Neuroimaging & Informatics, Keck School of Medicine, University of Southern California, Los Angeles, CA +2

  36. Spatiotemporal Graph Transformer for 3D Neighborhood Interaction and Quality Prediction in Metal Additive Manufacturing

    Jun 8, 2026Joyce Karen Pelaez, Siqi Zhang, Hoo Sang KoAdditive ManufacturingMultimodal Graph Learning

    Department of Industrial Engineering, Southern Illinois University Edwardsville, Box 1805, Edwardsville, 62026, IL, USA.

  37. POTATR: A Lightweight Image-to-Graph Model for Page-Level Table Extraction

    Jun 8, 2026Brandon Smock, Libin Liang, Max Sokolov +4Table Structure RecognitionMultimodal Graph Learning

    Kensho Technologies

  38. PRISM: Topology-Aware Cross-Modal Imputation for Modality-Deficient Federated Graph Learning

    Jun 8, 2026Zekai Chen, Miao Zhang, Jiayang Xing +4Multimodal Federated LearningMissing-Modality Learning

    Beijing Institute of Technology, Beijing, 100081, China

  39. Multi-Modal Graph Neural Network with Transformer-Guided Adaptive Diffusion for Preclinical Alzheimer Classification

    Jun 2, 2026Jaeyoon Sim, Minjae Lee, Guorong Wu +1Graph Neural NetworksAlzheimer's Disease Classification

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

  40. Advanced Mathematics Learning Behavior Prediction and Academic Early Warning Model Based on Multimodal Data Analysis

    May 31, 2026Liu Qiong, Li ZhengboEducational AssessmentAI in Education

    Moutai Institute,, Renhuai, 564507, Guizhou, China

  41. UniRTL: Unifying Code and Graph for Robust RTL Representation Learning

    May 29, 2026Yi Liu, Hongji Zhang, Lei Chen +2Representation LearningCross-Modal Representation Learning

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR · Noah’s Ark Lab, Huawei, Hong Kong SAR

  42. OOD-GraphLLM: Graph Large Language Model for Out-of-Distribution Generalized Drug Synergy Prediction

    May 28, 2026Xin Wang, Linxin Xiao, Yang Yao +1OOD GeneralizationMultimodal Graph Learning

    DCST, BNRist, Tsinghua University · Beijing, China · DCST, Tsinghua University

  43. Beyond the Aggregation Dilemma: Prior-Retaining Decoupled Learning for Multimodal Graphs

    May 23, 2026Hao Yan, Xuanru Wang, Jun Yin +3Graph Neural NetworksMultimodal Graph Learning

    School of Computer Science and Engineering, Central South University, Changsha, China · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR, China · School of Information and Communication Technology, Griffith University, Brisbane, Australia

  44. Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement

    May 21, 2026Yiming Xu, Yixuan Liu, Yuhang Zhang +3Medical Image ClassificationMultimodal Graph Learning

    University of Science and Technology of China · Hefei, China

  45. CatalyticMLLM: A Graph-Text Multimodal Large Language Model for Catalytic Materials

    May 17, 2026Yanjie Li, Jian Xu, Xu-Yao Zhang +4Multimodal Large Language ModelsMaterials Property Prediction

    AnnLab, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, China. · Zhongguancun Academy, Zhongguancun Academy, Beijing, China. · School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing, China. +3

  46. TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices

    May 15, 2026Junle Wang, Xingchuang Liao, Wenjun WuSoftware EngineeringMulti-Agent Orchestration

    School of Artificial Intelligence, Beihang University Beijing, China

  47. Multimodal Graph-based Classification of Esophageal Motility Disorders

    May 13, 2026Alexander Geiger, Lars Wagner, Daniel Rueckert +3Multimodal Graph LearningMultimodal Fusion

    Technical University of Munich, School of Medicine and Health, TUM University Hospital Rechts der Isar, Research Group MITI, Munich, Germany. · Technical University of Munich, School of Computation, Information and Technology, Chair for AI in Healthcare and Medicine, Munich, Germany. · Imperial College London, Department of Computing, London, UK. +2

  48. Supervised Deep Multimodal Matrix Factorization for Interpretable Brain Network Analysis

    May 13, 2026Amjad Seyedi, Lifang He, Songlin Zhao +2Neural Network InterpretabilityMultimodal Graph Learning

    Dept. of Mathematics & Operational Research University of Mons, Mons, Belgium · Dept. of Computer Science & Engineering Lehigh University, Bethlehem, PA, USA · Dept. of Industrial & Systems Engineering Lehigh University, Bethlehem, PA, USA

  49. Towards Robust Federated Multimodal Graph Learning under Modality Heterogeneity

    May 12, 2026Sirui Zhang, Haonan Wang, Xunkai Li +5Multimodal Federated LearningMissing-Modality Learning

    Beijing Institute of Technology

  50. STAGE: Tackling Semantic Drift in Multimodal Federated Graph Learning

    May 12, 2026Zekai Chen, Xun Wu, Xunkai Li +3Multimodal Federated LearningCross-Modal Representation Learning

    Beijing Institute of Technology, Beijing, 100081, China · Minzu University of China, Beijing, 100081, China

  51. CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

    May 12, 2026Daohan Su, Hao Liu, Xunkai Li +6Efficient Multimodal InferenceCross-Modal Alignment

  52. Bridging Sequence and Graph Structure for Epigenetic Age Prediction

    May 11, 2026Yao Li, Xikun Zhang, Xiaotao Shen +4Multimodal Graph Learning

    School of Computing and Information Systems The University of Melbourne · School of Computing Technologies RMIT University · Lee Kong Chian School of Medicine Nanyang Technological University Singapore +1

  53. CMKL: Modality-Aware Continual Learning for Evolving Biomedical Knowledge Graphs

    May 11, 2026Yousef A. Radwan, Yao Li, Qing Qing +5Continual LearningKG Embedding

    Technology, Innovation, Entrepreneurship Department King Abdullah University of Science and Technology · School of Computing and Information Systems The University of Melbourne · College of Computer Science and Technology Jilin University +2

  54. Stable Multimodal Graph Unlearning via Feature-Dimension Aware Quantile Selection

    May 5, 2026Jingjing Zhou, Yongshuai Yang, Qing Qing +5Privacy-Preserving MLMultimodal Graph Learning

    School of Information and Electronic Engineering, Zhejiang Gongshang University, Hangzhou, China · College of Computer Science and Technology, Jilin University, Changchun 130012, China · School of Computing Technologies, RMIT University, Melbourne, VIC 3000, Australia +1

  55. Triple Spectral Fusion for Sensor-based Human Activity Recognition

    May 4, 2026Ye Zhang, Longguang Wang, Qing Gao +3Graph Signal ProcessingHuman Activity Recognition

    School of Electronics and Communication Engineering, the Shenzhen Campus of Sun Yat-sen University, Sun Yat-sen University, Shenzhen 518107, China · Aviation University of Air Force, Changchun 130012, China · College of Computer Science, Chongqing University, Chongqing 400044, China +1

  56. CMGL: Confidence-guided Multi-omics Graph Learning for Cancer Subtype Classification

    Apr 27, 2026Boyang Fan, Hengchuang Yin, Siyu Yi +5OncologyMultimodal Graph Learning

    College of Computer Science, Sichuan University, Chengdu, China · Xinjiang Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Urumqi, China · College of Mathematics, Sichuan University, Chengdu, China +1

  57. AROMA: Augmented Reasoning Over a Multimodal Architecture for Virtual Cell Genetic Perturbation Modeling

    Apr 22, 2026Zhenyu Wang, Geyan Ye, Wei Liu +1Multimodal Graph Learning

    AI for Life Sciences Lab, Tencent, Shenzhen, China

  58. SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology

    Apr 19, 2026Zheng Nie, Ruolin Shen, Xinlei Yu +3Multi-Agent CollaborationDynamic Graph Learning

    National University of Singapore, Singapore · Technical University of Munich, Munich, Germany · Zhejiang University, China

  59. Modality-Guided Mixture of Structured Experts with Entropy-Triggered Routing for Multimodal Recommendation

    Feb 24, 2026Ji Dai, Quan Fang, DeSheng CaiSparse Mixture-of-ExpertsRecommender Systems

    Beijing University of Posts and Telecommunications, China · Beijing University of Posts and Telecommunications, Beijing, China · Tianjin University of Technology, China

  60. EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation

    Aug 22, 2025Xiaoxiong Zhang, Xin Zhou, Zhiwei Zeng +2Cross-Modal AlignmentMultimodal Embedding

    College of Computing and Data Science, Nanyang Technological University, Singapore