Geometric Representation Learning

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28 papers in the last four weeks, up 155% on the four weeks before. 0.3% of all new papers.

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  1. Sequence-Informed Geometric Evaluation of RNA 3D Structures

    Sep 9, 2026Andrea Zerio, Yighua Yao, Alessandro Micheli +5Geometric Representation Learning

    Department of Computer Science, Aalborg University, Copenhagen, Denmark · Centre for Frontier AI Research (CFAR), Institute of Advanced Intelligence and Computing (IAIC), A*STAR, Singapore · Imperial College London, London, UK +4

  2. Heat Field Signatures: From Point Clouds to Smooth Geometry

    Sep 7, 2026Yuanqing Wang, Yapeng Tian, Baris CoskunuzerPoint Cloud LearningGeometric Representation Learning

    Dept. of Math. Sciences University of Texas at Dallas Richardson, TX, USA · Dept. of Computer Science University of Texas at Dallas Richardson, TX, USA

  3. Neuro-Symbolic Geometric Abstraction (NeuSOGA): From Observations to Symbolic Mathematical Representations

    Sep 1, 2026Qingde Li, Qingqi Hong, Zihan Li +1Representation LearningGeometric Representation Learning

    Computer Science, School of Digital and Physical Sciences, University of Hull, HU6 7RX, UK · The Institute of Artificial Intelligence, Xiamen University, Xiamen, China

  4. Beyond Landmark Extraction: A Framework for Robust Geometric Feature Construction in Structured Image Classification

    Sep 1, 2026Saravana Mauree, Sakshi AryaGeometric Representation Learning

    Case Western Reserve University, Department of Mathematics, Applied Mathematics, and Statistics, Cleveland, OH, USA

  5. Soft-Argmax for the Projective Plane via the Veronese Embedding

    Sep 1, 2026Benjamin El-Zein, Dominik Eckert, Paul Zech +4Geometric Representation Learning

    Siemens Healthineers AG, X-ray Products, Forchheim, Germany · Artificial Intelligence Lab, Otto-von-Guericke-University, Magdeburg, Germany

  6. Rotational Equivariance in Machine Learning: A Comprehensive Tutorial

    Aug 31, 2026Peter Lippmann, Fred A. HamprechtEquivariant Neural NetworksGeometric Representation Learning

    Interdisciplinary Center for Scientific Computing (IWR), Heidelberg University, 69120 Heidelberg, Germany

  7. DINOcular: Self-Supervised Visuospatial Representations

    Aug 27, 2026Farkhat Almukhamedov, Sami Azirar, Hermann BlumVisual Representation LearningGeometric Representation Learning

    Robot Perception and Learning Lab University of Bonn & Lamarr Institute

  8. GeoWAM: Visual Geometry World Action Models for Autonomous Driving

    Aug 24, 2026Yiren Lu, Xin Ye, Jiaming Liu +10Autonomous DrivingGeometric Representation Learning

    Uber AV Labs · Case Western Reserve University

  9. Dual-Manifold Geometry Guided Representation Learning: Adaptive Coupling between Kernel and Data Spaces

    Aug 13, 2026Wencong Zhang, Yue Zhang, Meiyan Huang +2Representation LearningNeural Representation Geometry

    School of Biomedical Engineering, Southern Medical University, China, Guangzhou 510515

  10. Class Geometry as Supervision for Sample-Efficient Open-World Detection

    Aug 13, 2026Akash Rao, Zhou Chen, Revanth Reddy Palem +3Open-Vocabulary Object DetectionPrototype-Based Classification

    CSSE Department, Auburn University, Auburn, AL, 36849 · Department of Veterinary Pathobiology, Oklahoma State University, Stillwater, OK, 74078

  11. 3D Weighted Geometric Graph Neural Networks for Sheep Facial Pain Assessment

    Aug 11, 2026Alam Noor, Luis Almeida, Mohamed DaoudiGraph Neural NetworksGeometric Representation Learning

    CISTER Research Center, Porto, Portugal · Faculty of Engineering University of Porto, Portugal · Univ. Lille, CNRS, Centrale Lille, UMR 9189 CRIStal, Lille, F-59000, France +1

  12. Chain of Spatial Thoughts: Modality-Agnostic Spatial Grounding for Vision Language Models

    Aug 10, 2026Hunter Schofield, Mohammed Elmahgiubi, Mohammad Mahdavian +4Geometric Representation LearningVision-Language Grounding

    York University · Huawei Technologies Canada · University of Toronto

  13. GeoUniPR: A Geometry-Consistent Unified Framework for Cross-Modal Place Recognition

    Aug 10, 2026Wonbong Kim, Jiatong Xiao, Rui Li +5Cross-Modal Representation LearningLiDAR Place Recognition

    School of Computer Science and Technology, Tongji University, Shanghai, China · Shanghai Research Institute for Intelligent Autonomous System, Tongji University, Shanghai, China · MOE Key Lab of Embedded System and Service Computing, Tongji University, Shanghai, China +1

  14. DoRF++: Spherical Representation Learning over Doppler Radiance Fields for Robust Wi-Fi Sensing

    Aug 9, 2026Navid Hasanzadeh, Shahrokh ValaeeHuman Activity RecognitionGeometric Representation Learning

    Department of Electrical & Computer Engineering, University of Toronto, Toronto, ON, Canada.

  15. Dynamic Graph Prompting via Topology-Routed Mixed-Curvature Experts

    Aug 6, 2026Quanxin Wang, Xuanting Xie, Bingheng Li +4Link PredictionFew-Shot Learning

    University of Electronic Science and Technology of China · 2Michigan State University · 3Singapore Management University +2

  16. Tropical Algebraic Geometry for Neuronal Representations: An Arakelov-Green Measure Based Descriptor for Graph Learning

    Aug 5, 2026Yuyang Zhang, Weihan Xu, Xuehai Zhou +2Graph Representation LearningGNN Expressivity

    McGill University

  17. Random features for Grassmannian kernel approximation with bounded rank-one projections

    Aug 4, 2026Rémi Delogne, Laurent JacquesGeometric Representation LearningRandom Feature Methods

    INMA/ICTEAM, UCLouvain, Belgium

  18. The Field Knows: Cross-Dimensional Geometry from Navigation to Black Holes

    Aug 3, 2026Chenghao XuGeometric Representation LearningRiemannian Geometry

    School of Artificial Intelligence and Robotics and National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, Changsha, Hunan, China

  19. Geometric Self-Supervised Pre-training for Neural Combinatorial Optimization

    Jul 31, 2026David Aguado, Daniel Fuertes, Carlos R. del-Blanco +1Traveling Salesperson ProblemSelf-Supervised Learning

    Grupo de Tratamiento de Imágenes, Information Processing and Telecomunications Center, ETSI Telecomunicación, Universidad Politécnica de Madrid, 28040, Madrid, Spain

  20. Learning Manifolds in High-D Point Embedding for Anisotropic Surface Approximation from Unstructured Point Clouds

    Jul 30, 2026Hongbo Li, Haikuan Zhu, Xiaohu Guo +33D ReconstructionPoint Cloud Learning

    Department of Computer Science, Wayne State University, Detroit, USA · Department of Computer Science, Univeristy of Texas at Dallas, USA · Department of Computer Science & Engineering, Texas A&M University, USA

  21. TAGTorch: A PyTorch Library for Geometry, Topology, and Symmetry-Aware Machine Learning

    Jul 30, 2026Brendan Kennedy, Tegan Emerson, Gregory Roek +2Geometric Representation Learning

    Pacific Northwest National Laboratory · Pacific Northwest National Laboratory, University of Texas at El Paso · University of Texas at El Paso +1

  22. Shape-Based Inductive Bias for Glioma Grading from Tumor Contours

    Jul 27, 2026Puneet Velidi, Michelle F. Miranda, Farouk Nathoo +2BraTSGeometric Representation Learning

    Department of Mathematics and Statistics University of Victoria · Department of Computer Science University of Victoria · D´epartement de math´ematiques Universit´e du Qu´ebec `a Montr´eal

  23. Intrinsic and Triangulation-Agnostic Attention: A Simple and Powerful Approach for Learning on Meshes

    Jul 27, 2026Ashwath Shetty, Zihan Zhu, Soeren Pirk +13D ViTsGeometric Representation Learning

    Université de Montréal & Mila, Canada · Kiel University, Germany

  24. PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification

    Jul 27, 2026Xinxing Yu, Liying Yang, Hao Mo +4Geometric Representation LearningPoint Cloud Understanding

    School of Computer Science and Engineering, Macau University of Science and Technology, Macau, China · School of Computing and Information Technology, Great Bay University, Dongguan, China · Shenzhen International Graduate School, Tsinghua University, Shenzhen, China +1

  25. RODR: Riemannian Orthogonally Decoupled Regularization for Disentangled Manifold Representation

    Jul 27, 2026Jiayu Zhu, Wenlai ZhaoRiemannian OptimizationPoint Cloud Learning

    Department of Computer Science and Technology, Tsinghua University, Beijing, 100084, China

  26. SHReg: Strictly Rotation-Equivariant Point Cloud Registration via Spherical Harmonics

    Jul 25, 2026Chongjian Wang, Junjie GaoEquivariant Neural NetworksGeometric Representation Learning

    College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, China · School of Artificial Intelligence, Shandong Women’s University, Jinan, China

  27. HGeo-TopoMap: Boosting Topological Mapping with Hierarchical Geometric Priors

    Jul 23, 2026Siyu Li, Kunyu Peng, Di Wen +3HD Map ConstructionAutonomous Driving Perception

    The authors are with the School of Automation and Electrical Engineering, Zhejiang University of Science and Technology, China. · The authors are with the Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology, Germany. · The authors are with the School of Artificial Intelligence and Robotics and the National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, China

  28. Riemannian Deep Learning: Modules, Networks, and Geometries

    Jul 21, 2026Ziheng ChenGeometric Representation LearningHyperbolic Representation Learning

    Doctoral School in Information and Communication Technology, Università di Trento

  29. Reliability-Aware 3D Geometric Injection for Universal Person Re-identification

    Jul 21, 2026Bohan Su, Jiashuo Wang, Fangyi Liu +1Geometric Representation LearningPerson Re-Identification

    National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China

  30. Beyond Objective Expressivity: Geometry Preservation in Multimodal Contrastive Learning

    Jul 20, 2026Tillmann Rheude, Roland Eils, Benjamin WildGeometric Representation LearningMultimodal Contrastive Learning

    Berlin Institute of Health, Charité - Universitätsmedizin Berlin · Department of Mathematics and Computer Science, Freie Universität Berlin · Intelligent Medicine Institute, Fudan University