Multi-View Learning

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15 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Scalable Patch-Level Self-Supervised Learning

    Oct 7, 2026Maximilian Seitzer, Gabriele Trivigno, Antonín Vobecký +5Self-Supervised LearningSelf-Supervised Visual Representation Learning

    Meta FAIR

  2. Unpaired Canonical Correlation Analysis

    Oct 7, 2026Nir Ben-Ari, Ronen Talmon, Uri ShahamMulti-View LearningCross-Modal Alignment

    Department of Computer Science and AI Bar-Ilan University Ramat-Gan, Israel · Electrical and Computer Engineering Technion Haifa, Israel

  3. AIMS: Anchor-Integrated Multi-View Synthesis for Scalable Novel View Rendering

    Oct 6, 2026JooHyun Park, HanYoung Jang, HyeongYeop KangNeural RenderingMulti-View Learning

    Korea University · NCSOFT

  4. polyview: A Python package for multi-view machine learning

    Oct 5, 2026Gwendal Debaussart-Joniec, Argyris KalogeratosMulti-View LearningMulti-View Clustering

    ENS Paris Saclay,CB · CB,ENS Paris Saclay

  5. Gromov-Wasserstein Distillation for Inductive Multi-View Embedding

    Sep 30, 2026Rafael Pereira Eufrazio, Eduardo Fernandes Montesuma, Charles Casimiro CavalcanteRepresentation LearningMulti-View Learning

    Instituto Federal do Ceará (IFCE) Canindé, Ceará, Brazil · Federal University of Ceará (UFC) Fortaleza, Ceará, Brazil · Sigma Nova Paris, France

  6. Synchronous Multi-view Neural Diffusion

    Sep 30, 2026Yongquan Shi, Weijun Huang, Yueyang Pi +3Multi-View LearningMultimodal Fusion

  7. Adversarial Consistency-Guided Representation Learning for Multi-view Clustering

    Sep 28, 2026Yuchen Lin, Kunpeng Xu, Ying Fang +1Multi-View ConsistencyAdversarial Representation Learning

    School of Computer and Cyber Security, Fujian Normal University, Fuzhou 350000, China · Digital Fujian Internet-of-Things Laboratory of Environmental Monitoring, Fujian Normal University, Fuzhou 350000, China · School of Computer Science, McGill University, Montreal H3A 2A7, Quebec, Canada

  8. Does Adversarial Training Improve Generalization in Multi-View VLAs? Revealing and Mitigating View Collapse

    Sep 27, 2026Futa Waseda, Shuhei Kurita, Isao EchizenAdversarial TrainingMulti-View Learning

    National Institute of Informatics Tokyo, Japan

  9. Two Global Crops Suffice: Locating Semantic Emergence in DINO-Style Self-Supervised Learning

    Sep 23, 2026Basavaraj Sunagad, Artur Jesslen, Adam KortylewskiMulti-View LearningSelf-Distillation

    CISPA Helmholtz Center for Information Security · University of Freiburg

  10. Multi-View Fair Clustering Guided by Cross-View Sensitive Information Discrepancy

    Sep 22, 2026Mudi Jiang, Jiahui Zhou, Xinying Liu +2Multi-View LearningUnsupervised Clustering

    School of Software, Dalian University of Technology, Dalian, Liaoning, China

  11. SBMVTrack: Spike-Budgeted Multi-View Learning for Power-Efficient UAV Tracking

    Sep 21, 2026Pengzhi Zhong, Jiwei Mo, Haolun Li +4Activation SparsityVisual Object Tracking

    College of Computer Science and Engineering, Guilin University of Technology, Guilin 541004, China · School of Information Engineering, Wuhan University of Technology, Wuhan 430070, China

  12. STA-TFM: Spatio-Temporal Aggregation Across Views TransForMer for Pose Estimation

    Sep 21, 2026Mena Kamel, Natalie Won, Amrut Sarangi +23D ViTsMulti-View Learning

    SanofiDigital R&D, K703, Industriepark Höchst, 65929 Frankfurt am Main, Germany · SanofiDigital R&D, Carrer de Rosselló i Pòrcel, 21, Nou Barris, 08016 Barcelona, Spain

  13. Beyond Encoder Fusion: Multi-View Discrete Token Augmentation for LLM-Based ASR

    Sep 20, 2026Paul Moïse Gangbadja, Mickael Rouvier, Fabrice LefèvreMulti-View LearningAutomatic Speech Recognition

    LIA, Avignon University, France · EDL, France

  14. CE4^4L: Continual Ego, Exo, and Ego-Exo Learning

    Sep 20, 2026Hongwei Yan, Kanglei Zhou, Yuchen Liu +3Temporal Action SegmentationNext-Action Prediction

    School of Life Sciences, IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing, China · Tsinghua-Peking Center for Life Sciences · Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China +2

  15. AnyviewMeter: Adapting Robotic Reward Models with Camera Geometry and Multi-View Attention

    Sep 17, 2026Yuang Tu, Runjia Tan, Yujie Yan +2Multi-View LearningRobotic Manipulation

    Nanyang Technological University, Singapore

  16. Multi-View Molecular Representation Learning with Hierarchical Graphs and Contextualized Fingerprints

    Sep 14, 2026Gwang-Hyeon Yun, Jong-Hoon Park, Bing Hu +3Graph SSLHierarchical Representation Learning

    Yonsei University · Wonju-si, Republic of Korea · University of Waterloo +1

  17. When Correlations Mislead: Confounder-Aware Multi-View Urban Region Representation Learning

    Sep 14, 2026Sean Bin Yang, Ying Sun, Zongyi Xu +6Causal Representation LearningGraph Representation Learning

    Aalborg University, Aalborg, Denmark · Chongqing University of Posts and Telecommunications, Chongqing, China · East China Normal University, Shanghai, China

  18. Synergistic Fusion of Topological Structure and Temporal Semantics of Mobility for Urban Region Embedding

    Sep 8, 2026Namwoo Kim, Jeeyun Chang, Kanghoon Lee +1Feature Interaction ModelingGeospatial Representation Learning

    Urban AI Institute, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea · Graduate School of Data Science, KAIST, Daejeon, Republic of Korea · Department of Industrial Engineering and Systems, KAIST, Daejeon, Republic of Korea +1

  19. When Semantically Consistent Encoding Meets View-Label Heterogeneity Modeling: A Unified Framework for Incomplete Multi-View Multi-Label Learning

    Sep 7, 2026Chengliang Liu, Bo Li, Bob Zhang +3Multi-View ConsistencyMulti-Label Classification

    PAMI Research Group, Department of Artificial Intelligence, University of Macau, Macau · PAMI Research Group, Department of Artificial Intelligence, and Centre for Artificial General Intelligence, Institute of Artificial Intelligence and Brain Sciences, University of Macau, Macau · School of Computer Science and Technology, Beijing Institute of Technology, Beijing 100811, China +2

  20. Recurrent Neural Networks Beyond Time: Learning from Multiple Ordered Projections

    Aug 10, 2026Vagan Terziyan, Artur Terziian, Oleksandra VitkoMulti-View LearningRecurrent Neural Networks

    Faculty of Information Technology, University of Jyväskylä, FINLAND · Faculty of Informatics and Statistics, Prague University of Economics and Business, Czech Republic · Department of Artificial Intelligence, Kharkiv National University of Radio Electronics, Ukraine

  21. TriView-YOLO: Early Multi-View Fusion for Ground Penetrating Radar Cavity Detection in Soft, High-Water-Content Soils

    Aug 10, 2026Suphawut Thawinutchokaudom, Sompote Youwai, Warat Kongkitkul +3Multi-View LearningMulti-View 3D Object Detection

    AI Research Group, Department of Civil Engineering, Faculty of Engineering, King Mongkut’s University of Technology Thonburi, Bangkok, Thailand · Center for Disaster Management Informatics Research, Ehime University, Matsuyama, Japan · Canaan Geo Research Co., Ltd., Matsuyama, Ehime, Japan

  22. CrossScope: A Role-Asymmetric World Model for Joint Dual-Scope Surgical Video Prediction

    Aug 4, 2026Wanhao Liu, Jinsong Lin, Rulin Zhou +11Multi-View Video GenerationMulti-View Learning

    2GDUT · 3SLAI · Wanhao Liu2,3∗ +16

  23. Beyond Gene Reconstruction: Learning Cell Representations through Complementary Transcriptomic Views

    Aug 2, 2026Jiaqi Xiong, Yuntao hu, Yu Zheng +3Contrastive LearningRepresentation Learning

    University of Oxford, Oxford, United Kingdom · Tongji University, Shanghai, China · Hunan University, Changsha, China +2

  24. Multi-Source Multi-View Graph Domain Adaptation with Hyperbolic Residual Encoding for Cross-Site MDD Identification from rs-fMRI

    Jul 31, 2026Zhanpeng Zheng, Xiran Chen, Haiteng Jiang +6Multi-Source Domain AdaptationDomain Adaptation

    School of Computer and Artificial Intelligence, Shandong Jianzhu University, Shandong, China. · School of Mathematics and Statistics, Chongqing Jiaotong University, Chongqing, China. · Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China. +4

  25. Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning

    Jul 30, 2026Muhammad Umar Farooq, Kutub Uddin, Awais Khan +1Multi-View LearningOOD Generalization

    College of Innovation and Technology University of Michigan, Flint, MI 48502

  26. DAS-PMVC: A Framework for Partial Multi-View Clustering via Dual Alignment and Structure Enhancement

    Jul 30, 2026Shubin Ma, Liang Zhao, Chuanye He +4Multi-View ConsistencyMulti-View Learning

    Dalian University of Technology Dalian, Liaoning, China · Inspur Group Co., Ltd. Jinan, Shandong, China · China University of Mining and Technology Xuzhou, Jiangsu, China +1

  27. When Does Explicit View Routing Work? A Controlled Study of Multi-View Graph-Text Alignment

    Jul 29, 2026Xiao Yue, Guangzhi QuMultimodal IRMulti-View Learning

    Xiao Yue Guangzhi Qu Oakland University

  28. TreeCCA: Canonical Correlation Analysis via Gradient-Boosted Trees

    Jul 29, 2026James ChapmanGradient-Boosted Decision TreesMulti-View Learning

  29. Breaking the Periodicity Assumption: Robust Tensorial Multi-View Clustering via Graph-Spectral Low-Rank Learning

    Jul 28, 2026Jintian Ji, Xingsu Li, Songhe FengRepresentation LearningMulti-View Learning

    Computer Science and Engineering The Hong Kong University of Science and Technology Hong Kong, China · School of Computer and Information Technology Beijing Jiaotong University, Beijing, China

  30. XGRVFL-MV: Residual-Coupled Graph-Embedded Multi-View Random Vector Functional Link Network with FleXi Guardian Loss

    Jul 25, 2026Yogesh Kumar, Mudasir GanaieMulti-View ConsistencyMulti-View Learning

    Department of Computer Science and Engineering, Indian Institute of Technology Ropar, Rupnagar, 140001, Punjab, India

  31. Disentangling Multi-View Scanning in Mamba for Network Traffic Anomaly Detection

    Jul 24, 2026Xinglin Lian, Chengtai Cao, Ting Zhong +1MambaDisentangled Representation Learning

    University of Electronic Science and Technology of China · Chengdu, Sichuan, China · City University of Hong Kong +1

  32. G-MAD: A Game-Based Data Generation Framework for Multi-View RGB-T Aerial Object Detection

    Jul 22, 2026Yechan Kim, JongHyun Park, Dongho Yoon +2Multispectral Object DetectionSynthetic Data Generation

    LIG Defense&Aerospace Republic of Korea · Gwangju Institute of Science and Technology Republic of Korea

  33. Extending a Large View Synthesis Model for Multi-view Panoptic Segmentation

    Jul 22, 2026Kwonyoung Ryu, In-Jae Lee, Jonghyun Jin +3Panoptic SegmentationMulti-View Learning

    POSTECH · Seoul National University · POSCO DX +1

  34. Robust Multi-View Classification under Noisy Supervision via Global Anchor Consensus

    Jul 20, 2026Yuliang Yang, Hongzhe Zhang, Huiru WangMulti-View LearningNoisy-Label Learning

    College of Science, Beijing Forestry University, Beijing 100083, China · School of Software, North University of China, Taiyuan, Shanxi 030051, China

  35. MuViSeg: Multi-View Segment Correspondences from Dense Geometry Priors

    Jul 20, 2026Denis Fatykhoph, Timur Akhtyamov, Konstantin Pakulev +2Multi-View GeometryMulti-View Learning

    Applied AI Institute, Moscow, Russia

  36. Graph-Embedded Intuitionistic Fuzzy Broad Learning System: A Multi-view Framework

    Jul 18, 2026Yogesh Kumar, Manju, Mudasir GanaieMulti-View LearningClassification

    Department of Computer Science and Engineering, Indian Institute of Technology Ropar, Rupnagar, 140001, Punjab, India.

  37. Variational Inference for Bird's Eye View Segmentation in Autonomous Driving

    Jul 16, 2026Jingyue Shi, Huaicheng Li, Junhui Zhao +1Multi-View LearningBird's-Eye-View Representation

  38. More Than Where You Are: Learning Semantics, Structure, and Geometry from Cross-View Localization

    Jul 14, 2026Mao Chen, Xiangkai Zhang, Zhiyong Liu +2Multi-View ConsistencyMulti-View Geometry

    State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, and also with the School of Artificial Intelligence, University of Chinese Academy of Sciences · Beijing Aerospace Control Center

  39. Understanding Structured Health Data through Interaction-Aware Mixture-of-Experts

    Jul 14, 2026Ji Hwan Park, Ying Ding, Tianjin GuoMulti-View LearningClinical Outcome Prediction

    Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, Texas, USA · School of Information, The University of Texas at Austin, Austin, Texas, USA · Kelley School of Business, Indiana University, Bloomington, Indiana, USA

  40. Longitudinal Multi-View Breast Cancer Risk Prediction

    Jul 13, 2026Solveig Thrun, Zijun Sun, Suaiba A. Salahuddin +5Breast CancerLongitudinal Medical Image Analysis

    Department of Physics and Technology, UiT The Arctic University of Norway, Tromsø, Norway · SPKI The Norwegian Centre for Clinical Artificial Intelligence, University Hospital of North Norway, Tromsø, Norway · Norwegian Computing Center, Oslo, Norway +1

  41. SPORT: Structure-Aware Prototype Disentanglement for Incomplete Multi-View Clustering

    Jul 11, 2026Yaoyuan Guo, Zhibin Gu, Songhe Feng +2Multi-View ConsistencyDisentangled Representation Learning

    College of Computer and Cyberspace Security, Hebei Normal University, Shijiazhuang 050024, China · Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen 518055, China · Key Laboratory of Tibetan Information Processing, Ministry of Education, Qinghai Normal University, Xining 810008, China +2

  42. Mixture of Enhanced-View Experts for Multi-Query Vehicle ReID and A Large-Scale Benchmark

    Jul 9, 2026Aihua Zheng, Jie Zhen, Chenglong Li +2Multi-View ConsistencyMulti-View Learning

    Information Materials and Intelligent Sensing Laboratory of Anhui Province, Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Artificial Intelligence, Anhui University. Hefei, 230601, China · Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Artificial Intelligence, Anhui University. Hefei, 230601, China · School of Artificial Intelligence, Anhui University of Science and Technology, Hefei 232001, China +1

  43. MVMGNN;Multi-View Masked Graph Neural Network for Alzheimer's Disease Diagnosis using Structural MRI

    Jul 8, 2026Ni Yao, Zhenxu Wang, Danyang Sun +6Graph Neural NetworksMulti-View Learning

    School of Computer Science and Technology, Zhengzhou University of Light Industry, Zhengzhou 450002, Henan, China · Department of Computer Science, Kennesaw State University Marietta, GA, USA · Department of Applied Computing, Michigan Technological University, Houghton, MI, USA +1

  44. Compass: Prostate Cancer Detection Needs Multi-View Context

    Jul 8, 2026Paul F. R. Wilson, Mohamed Harmanani, Zhuoxin Guo +6Medical ImagingMulti-View Learning

    Queen’s University, Kingston, Canada · Vector Institute, Toronto, Canada · University of British Columbia, Vancouver, Canada +3

  45. Token-Based Dual-view Fusion and Adaptation of Large Vision Models for Breast Cancer Classification

    Jul 7, 2026Aysan Ghayouri Pirsoltan, Shima Babakordi, Mohammad Reza MohammadiCross-AttentionMulti-View Learning

    School of Computer Engineering, Iran University of Science and Technology, Tehran, Iran · School of Computer Engineering, Iran University of Science and technology, Tehran, Iran

  46. Straight-Path Flow Matching for Incomplete Multi-View Clustering

    Jul 7, 2026Yiteng Yuan, Junyan Wang, Zheyuan Liu +4Missing-Modality LearningMulti-View Consistency

    School of Software Engineering, Huazhong University of Science and Technology, Wuhan, China · Australian Institute for Machine Learning, Adelaide University, Adelaide, Australia · University of Auckland, Auckland, New Zealand +2

  47. MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography

    Jul 7, 2026Chen Jia, Baochang Zhang, Fatia Kusuma Dewi +4Radiology Report GenerationMulti-View Consistency

    Computer Aided Medical Procedures, Technical University of Munich, Munich, Germany · relAI – Konrad Zuse School of Excellence in Reliable AI, Munich, Germany · German Heart Center Munich, Munich, Germany +3

  48. Intuitionistic Fuzzy Graph Embedded Random Vector Functional Link with Multiview Learning

    Jul 6, 2026Vrushank Ahire, Yogesh Kumar, M. A. GanaieMulti-View LearningClassification

    Dept. of Computer Science and Engineering, IIT Ropar, Punjab, India

  49. PulmoSight-XAI: An Explainable Multi-View Attention Ensemble with Gradient Boosting Meta-Learning for Multi-Label Chest X-Ray Classification

    Jul 5, 2026Moshiur Rahman, Shafqat Alam, Tasnia Binte MamunClass-Imbalanced LearningChest X-Ray Classification

    Department of Biomedical Engineering Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh

  50. Differential Amplifier-Inspired AmpAttention for Multi-View Robotic Manipulation

    Jul 3, 2026Jin Yang, Ping Wei, Nanning ZhengMulti-View LearningRobotic Manipulation

    National Key Laboratory of Human-Machine Hybrid Intelligence, and Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University

  51. FrameONE: Hierarchical Motion Modeling for Universal Multi-View Echocardiographic Keyframe Detection

    Jul 1, 2026Rusi Chen, Yuhao Huang, Hongyuan Zhang +4Representation LearningMulti-View Learning

    Medical Ultrasound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China · Centre for Artificial Intelligence and Robotics (CAIR), Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences, Hongkong, China · School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China +2

  52. Learning Structurally Consistent Representations for Multi-View Radar Semantic Segmentation

    Jun 30, 2026Ali Zia, Muhammad Umer Ramzan, Abdelwahed Khamis +2Multi-View ConsistencyMulti-View Learning

    School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia · La Trobe Institute for Sustainable Agriculture & Food (LISAF), Australia · School of Engineering and Applied Sciences, GIFT University, Pakistan +1

  53. DPPE: Rethinking Camera-Based Positional Encoding for Scaling Multi-View Transformers

    Jun 30, 2026Shun Kenney, Teppei Suzuki3D ViTsMulti-View Learning

    Keio University · Work was done during an internship at SB Intuitions. · SB Intuitions

  54. AeroVerse-SatAgent: UAV-Satellite Collaborative Spatial Reasoning Inspired by the Dual Visual Pathway Theory of Cognitive Neuroscience

    Jun 30, 2026Wenyi Zhang, Fanglong Yao, Youzhi Liu +5Aerial Robotics3D Spatial Reasoning

    Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China · University of Chinese Academy of Sciences, Beijing 100190, China · School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100190, China +4

  55. Expected Gain-based Escalation in Vertical Federated Learning

    Jun 30, 2026Mohamad Mestoukirdi, Vincent CorlayAdaptive Model RoutingMulti-View Learning

    Mitsubishi Electric R&D Centre, Rennes, France

  56. Fusing Complementary Multi-view Features for Screen-Based Eye Tracking

    Jun 30, 2026Chang Liu, Jiaqi Liu, Chengwen Zhang +6Gaze EstimationMulti-View Learning

    Tsinghua University · Georgia Institute of Technology

  57. Gated Multi-Graph Fusion via Graph Attention Networks for Alzheimer's Disease Detection

    Jun 30, 2026Jinyu Li, Xiao Wei, Bin Wen +5Alzheimer's DiseaseGraph Attention Networks

    School of Future Technology, Tianjin University, Tianjin, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · College of Computer and Data Science, Fuzhou University, Fuzhou, China +1

  58. Dual-Learning based Penalized Multi-Align Clustering for Multi-View Incomplete and Disorderly Data

    Jun 26, 2026Liang Zhao, Shubin Ma, Bo Xu +1Missing-Modality LearningCross-Modal Alignment

    Dalian University of Technology · Dalian, Liaoning, China · Hainan University +1

  59. Domain-Informed Multi-View Self-Distillation for Astronomical Light-Curve Representation Learning with JEPA

    Jun 26, 2026Yicheng RuiIrregular Time-Series ModelingSelf-Supervised Time Series Representation Learning

    Tsung-Dao Lee Institute, Shanghai Jiao Tong University, Shanghai 201210, China

  60. LoRA-Tuned Large Language Models for Dementia Detection via Multi-View Speech-Derived Features

    Jun 26, 2026Jonghyeon Park, Olivier Jiyoun Jung, Myungwoo OhMulti-View LearningSpeech-Based Dementia Detection

    NAVER Cloud, South Korea · Division of Communication and Media, Ewha Womans University, South Korea