Geometric Deep 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. E3J: An Efficient and Open-Source Backend for Euclidean Equivariant Operations on GPU and TPU

    Sep 28, 2026Olivier Peltre, Armand Picard, Adrien Pichard +6Rotation EquivarianceCuda

    InstaDeep · Prima Mente

  2. A Lightweight Convolutional Neural Network for Real-Time Recognition of Hand-Drawn Geometric Shapes

    Sep 21, 2026Shahir AbdullahConvolutional Neural NetworksStatistical Shape Model

  3. Rotational Equivariance in Machine Learning: A Comprehensive Tutorial

    Aug 31, 2026Peter Lippmann, Fred A. HamprechtRotation EquivarianceEquivariant Neural Networks

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

  4. 3D Weighted Geometric Graph Neural Networks for Sheep Facial Pain Assessment

    Aug 11, 2026Alam Noor, Luis Almeida, Mohamed DaoudiGeometric Deep LearningGraph Neural Networks

    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

  5. Depth-Aware Implicit Neural Representation Priors for 3D Gravity Inversion

    Aug 9, 2026León Suarez-Rodriguez, Paul Goyes-Peñafiel, Javier Torres-Quintero +1Subsurface ScatteringNeural Representations

    Department of Systems Engineering and Informatics, Universidad Industrial de Santander, Colombia, 680002

  6. Geometry-Informed Parameter-Efficient Fine-Tuning of Pre-trained Molecular GNNs for Blood-Brain Barrier Permeability Prediction

    Aug 4, 2026Marco Vieto Vega, Long D. Nguyen, Binh P. NguyenGraph Neural NetworksGeometric Deep Learning

    School of Mathematics and Statistics Victoria University of Wellington Wellington, New Zealand

  7. Protocol generalisation for brain tissue microstructure estimation via hypernetwork-controlled geometric deep learning

    Aug 3, 2026Andrea Brigliadori, Leevi Kerkela, Hui ZhangGeometric Deep LearningMagnetic Resonance Imaging

    Hawkes Institute and Department of Computer Science, University College London, London, United Kingdom

  8. WGDnet: Wishart-guided Geometric-aware Deep Network for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Haojia Zhang, Yu Cheng +1Synthetic Aperture RadarGeometric Deep Learning

  9. Deep Shape Regression for Planar Curves with Multimodal Covariates

    Jul 21, 2026Manuel Pfeuffer, Roshan Prakash Rane, Hadya Yassin +2Statistical Shape ModelCurves

    Humboldt-Universität zu Berlin, Berlin, Germany · Hertie Institute for AI in Brain Health, Universität Tübingen, Tübingen, Germany · Universität Tübingen, Tübingen, Germany +1

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

    Jul 21, 2026Ziheng ChenData ManifoldGeometric Deep Learning

    Doctoral School in Information and Communication Technology, Università di Trento

  11. SplineNet: An Isogeometric Deep Learning Method for Complex Shells

    Jul 7, 2026Shizhou Luo, Xiaodong WeiGeometric Deep LearningSplines

    Global College, Shanghai Jiao Tong University, Shanghai, 200240, China.

  12. Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks

    Jul 4, 2026Yoshihiro MaruyamaEquivariant Neural NetworksSheaf Neural Networks

    Department of Mathematical and Information Sciences, Kyoto University, Kyoto, Japan.

  13. Deep Spectral Models for Robust Dental Shape Generation

    Jun 30, 2026Tibor Kubík, François Guibault, Michal Španěl +1Occlusal ConstraintStatistical Shape Model

    Polytechnique Montr´eal, Montr´eal, Canada · Brno University of Technology, Brno, Czech Republic

  14. A Neural Network Framework for Geodesic-Like Curve Computation on Parametric Surfaces

    Jun 17, 2026Sheng-Gwo Chen, Chen-Chang PengGeodesicParametric Physics-Informed Neural Network

    Department of Applied Mathematics, National Chiayi University, Chia-Yi 600, Taiwan

  15. The Data Manifold under the Microscope

    Jun 14, 2026Marios Koulakis, Constantin SeiboldData ManifoldGeometric Deep Learning

    Independent Researcher, Germany · Diagnostic and Interventional Radiology, University Clinic Heidelberg, Heidelberg, Germany.

  16. ShipNet: A Geometric Deep Learning Surrogate for Real-Time Ship Hydrodynamics

    Jun 13, 2026Kirsten Odendaal, George DrakoulasFluid DynamicsComputational Fluid Dynamic

    Maritime Research Insitute Netherlands Wageningen, Netherlands · Damen Research Gorinchem, Netherlands

  17. Curvature-Informed Potential Energy Surface for Protein-Ligand Binding Affinity Prediction

    Jun 12, 2026Peng-Fei Sun, Chuan-Xian Ren, Hong YanConformational EnsemblesMolecular Property Prediction

    School of Mathematics, Sun Yat-Sen University, Guangzhou, Guangdong 510275, China · Department of Electrical Engineering, City University of Hong Kong, Hong Kong

  18. 3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling

    Jun 9, 2026Ahmad Al-Kabbany3D Generative Models3D Models

    Yubree Labs, Ottawa K2M1T2, Canada · Multimedia Interaction and Communication Lab, Arab Academy for Science and Technology, Alexandria 21937, Egypt

  19. A Geometry-Aware Triplane Field Network for Vehicle Aerodynamic Prediction

    Jun 5, 2026Kangkang Qi, Huiyu Yang, Keqi Ding +5AerodynamicsGeometric Deep Learning

    Department of Mechanics and Aerospace Engineering, Southern University of Science and Technology, Shenzhen 518055, China · Shenzhen Key Laboratory of Complex Aerospace Flows, Southern University of Science and Technology, Shenzhen 518055, China · Shenzhen Tenfong Technology Co., Ltd., Shenzhen 518000, China +1

  20. Learning Representations from 3D Gaussian Splats

    May 28, 2026Julia Farganus, Krzysztof Żurawicki, Arkadiusz Gaweł +23D Scene UnderstandingGeometric Deep Learning

    Department of Artificial Intelligence, Wrocław University of Science and Technology, Wrocław, Poland

  21. Metric-Aware PCA as a Linear Instance of Geometric Deep Learning

    May 25, 2026Michael LeznikGeometric Deep LearningPrincipal Component Analysis

  22. An accurate nucleic acid-small molecule docking framework via geometric deep learning with large-scale pretraining

    May 22, 2026Shi Li, Xujun Zhang, Mingquan Liu +5Geometric Deep LearningDeep Learning

    College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang, P. R. China · College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, P. R. China · Faculty of Health Sciences, University of Macau, Macau SAR, China +4

  23. Hierarchical Contrastive Learning for Multi-Domain Protein-Ligand Binding

    May 19, 2026Shuo Zhang, Rongqi Hong, Huifeng Zhang +1Protein Structure PredictionGeometric Deep Learning

    University of Birmingham, UK

  24. Consistent Geometric Deep Learning via Hilbert Bundles and Cellular Sheaves

    May 7, 2026Kartik Tandon, Julian Gould, Tanishq Bhatia +3Geometric Deep LearningGeometric Machine Learning

    University of Pennsylvania · Sakana AI · Northeastern University +1

  25. Do Neural Operators Forget Geometry? The Forgetting Hypothesis in Deep Operator Learning

    May 7, 2026Yanming Xia, Angelica I. Aviles-RiveroNeural OperatorsGeometric Deep Learning

    Qiuzhen College, Tsinghua University, Beijing, China · Yau Mathematical Sciences Center, Tsinghua University, Beijing, China.

  26. Mesh Based Simulations with Spatial and Temporal awareness

    May 2, 2026Paul Garnier, Vincent Lannelongue, Elie HachemComputational Fluid DynamicMesh Generation

    1CEMEF - Mines Paris PSL

  27. Certified geometric robustness -- Super-DeepG

    Apr 27, 2026Noémie Cohen, Mélanie Ducoffe, Christophe Gabreau +2Geometric Deep Learning

    Airbus CR\&T · Airbus · French Aerospace Lab, ONERA

  28. Monocular Depth Estimation via Neural Network with Learnable Algebraic Group and Ring Structures

    Apr 27, 2026Qianlei Wang, Kexun Chen, Shaolin Zhang +3Monocular Depth EstimationGeometric Deep Learning

    Chengdu Institute of Computer Applications, Chinese Academy of Sciences, Chengdu 610213 China. · School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu 611756 China. · School of Mechanical Engineering, Southwest Jiaotong University, Chengdu 611756 China. +1

  29. Towards Symmetry-sensitive Pose Estimation: A Rotation Representation for Symmetric Object Classes

    Apr 20, 2026Andreas Kriegler, Csaba Beleznai, Margrit GelautzCategory-Level Object Pose EstimationSymmetry

    Assistive and Autonomous Systems, AIT Austrian Institute of Technology, Giefinggasse 4, Vienna, 1210, Austria. · Visual Computing and Human-Centered Technology, TU Wien, Favoritenstraße 9-11, 2026 Vienna, 1040, Austria.

  30. Neural parametric representations for thin-shell shape optimisation

    Apr 8, 2026Xiao Xiao, Fehmi CirakShape OptimizationNeural Network Representations

    School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China. · Department of Engineering, University of Cambridge, Cambridge, CB2 1PZ, United Kingdom.

  31. Representation Learning for Equivariant Inference with Guarantees

    May 26, 2025Daniel Ordoñez-Apraez, Vladimir Kostić, Alek Fröhlich +3EquivarianceGeometric Deep Learning

    CSML, Italian Institute of Technology, Genova, Italy · Universit`a di Genova, Genova, Italy · University of Novi Sad, Novi Sad, Serbia +2

  32. ProtScape: A molecular structure and energy-aware representation for protein conformation generation

    Oct 27, 2024Siddharth Viswanath, Xingzhi Sun, Lucas Lee +9Conformational EnsemblesProtein

    Department of Computer Science, Yale University · Department of Genetics, Yale University · Program in Computing, Boise State University +2

  33. Influence of Extruded Filament Shape on Buildability in 3D Concrete Printing: A Geometry-Informed Deep Learning-FEM Approach

    Date pendingGiacomo Rizzieri, Saif-Ur-Rehman, Jörg F. Unger +1Finite Element MethodGeometric Deep Learning

    Department of Civil and Environmental Engineering, Politecnico di Milano Piazza Leonardo da Vinci, 32, 20133, Milano, Italy · Bundesanstalt für Materialforschung und -prüfung (BAM) Unter den Eichen 87, 12205, Berlin, Germany