Equivariant Neural Networks

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18 papers in the last four weeks, up 38% on the four weeks before. 0.1% of all new papers.

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  1. Discretizing Group-Convolutional Neural Networks for 3D Geometry in Feature Space

    May 14, 2026Daniel Franzen, Jean Philip Filling, Michael WandEquivariant Neural Networks3D Representation Learning

    Johannes Gutenberg University Mainz, Germany

  2. Spontaneous symmetry breaking and Goldstone modes for deep information propagation

    May 14, 2026Nabil Iqbal, T. Anderson Keller, Yue Song +2Symmetry BreakingEquivariant Neural Networks

    Dept. of Mathematical Sciences, Durham University · Kempner Institute, Harvard University · College of AI, Tsinghua University +2

  3. Aligning Network Equivariance with Data Symmetry: A Theoretical Framework and Adaptive Approach for Image Restoration

    May 13, 2026Feiyu Tan, Qi Xie, Zongben Xu +1Equivariant Neural NetworksImage Restoration

    School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, Shaanxi, China

  4. When Does Equivariance Help? Canonical Alignment in Neural Fluid Surrogates

    May 12, 2026Patryk Rygiel, Julian Suk, Kak Khee Yeung +2Neural Surrogate ModelingEquivariant Neural Networks

    Department of Applied Mathematics Technical Medical Centre Cardiovascular Health Technology Centre University of Twente · Department of Computer Science Munich Center for Machine Learning Technical University of Munich · Department of Surgery Amsterdam UMC, Location University of Amsterdam Atherosclerosis & Aortic diseases Amsterdam Cardiovascular Sciences

  5. Steerable Neural ODEs on Homogeneous Spaces

    May 11, 2026Emma Andersdotter, Daniel Persson, Fredrik OhlssonEquivariant Neural NetworksGeometric Representation Learning

    Department of Mathematics and Mathematical Statistics Umeå University Umeå SE-901 87, Sweden · Department of Mathematical Sciences2026 Chalmers University of Technology and Gothenburg University Gothenburg SE-412 96, Sweden · Department of Mathematics and Mathematical Statistics 11 Umeå University Umeå SE-901 87, Sweden

  6. Equivariant Reinforcement Learning for Clifford Quantum Circuit Synthesis

    May 11, 2026Richie Yeung, Aleks Kissinger, Rob CornishReinforcement LearningQuantum Circuit Compilation

    Department of Computer Science, University of Oxford · Quantinuum · College of Computing and Data Science, Nanyang Technological University, Singapore

  7. Diagnosing Spectral Ceilings in Equivariant Neural Force Fields

    May 8, 2026Hyunmog KimMachine Learning Interatomic PotentialsSpectral Bias

    Independent Researcher.

  8. Normalization Equivariance for Arbitrary Backbones, with Application to Image Denoising

    May 5, 2026Youssef Saied, François FleuretImage Corruption RobustnessNeural Network Robustness

    Department of Computer Science, University of Geneva, Switzerland · Meta FAIR.

  9. Symmetry, Defects, and Diffusion in Continuous-memory Recurrent Networks

    May 5, 2026Hanson Hanxuan MoEquivariant Neural NetworksRecurrent Neural Networks

  10. Augmented Equivariant Mesh Networks for Anatomical Segmentation

    May 4, 2026Daniel SaragihEquivariant Neural NetworksMedical Image Segmentation

    Department of Pathology and Molecular Medicine Queen’s University Kingston, ON K7L 3N6, Canada

  11. Isotropic Fourier Neural Operators

    May 4, 2026Michael F. StaddonFourier Neural OperatorNeural PDE Solvers

    Independent Researcher

  12. Towards Accelerated SCF Workflows with Equivariant Density-Matrix Learning and Analytic Refinement

    Apr 29, 2026Zuriel Y. Yescas-Ramos, Andrés Álvarez-García, Huziel E. SaucedaQuantum ChemistryEquivariant Neural Networks

    Instituto de Física, Universidad Nacional Autónoma de México, Cd. de México C.P. 04510, Mexico

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

    Apr 27, 2026Qianlei Wang, Kexun Chen, Shaolin Zhang +3Monocular Depth EstimationEquivariant Neural Networks

    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

  14. Quasi-Equivariant Metanetworks

    Apr 26, 2026Viet-Hoang Tran, An Nguyen, Benoît Guérand +2Equivariant Neural Networks

    Department of Mathematics National University of Singapore

  15. Neuro-evolutionary stochastic architectures in gauge-covariant neural fields

    Apr 22, 2026Rodrigo Carmo TerinEvolutionary OptimizationEquivariant Neural Networks

    King Juan Carlos University, Facuty of Experimental Sciences and Technology, Department of Applied Physics, Av. del Alcalde de M´ostoles, 28933, Madrid, Spain

  16. Learning Affine-Equivariant Proximal Operators

    Apr 16, 2026Oriel Savir, Zhenghan Fang, Jeremias SulamEquivariant Neural NetworksOperator Learning

    Mathematical Institute for Data Science, Johns Hopkins University, Baltimore, MD 21218, USA

  17. Image-to-Image Translation Framework Embedded with Rotation Symmetry Priors

    Apr 14, 2026Feiyu Tan, Heran Yang, Qihong Duan +3Image-to-Image TranslationUnpaired Image-to-Image Translation

    School of Mathematics and Statistics, Xi’an Jiaotong University, Shaanxi, P.R.China · MOE Key Lab for Intelligent Networks and Networks Security, Faculty of Electronic and Information Engineering, Xi’an Jiaotong University, Shaanxi, P.R.China

  18. Rotation Equivariant Convolutions in Deformable Registration of Brain MRI

    Apr 9, 2026Arghavan Rezvani, Kun Han, Anthony T. Wu +2Medical Image RegistrationDeformable Image Registration

    University of California, Irvine

  19. Pixel-Translation-Equivariant Quantum Convolutional Neural Networks via Fourier Multiplexers

    Apr 7, 2026Dmitry Chirkov, Igor LobanovQuantum Convolutional Neural NetworksEquivariant Neural Networks

    School of Physics and Engineering, ITMO University, St. Petersburg, Russia

  20. Efficient Equivariant Transformer for Self-Driving Agent Modeling

    Apr 1, 2026Scott Xu, Dian Chen, Kelvin Wong +3Autonomous DrivingEquivariant Neural Networks

    Waabi · University of Toronto

  21. The Geometry of Polynomial Group Convolutional Neural Networks

    Mar 31, 2026Yacoub Hendi, Daniel Persson, Magdalena LarforsConvolutional Neural NetworksPolynomial Neural Networks

    Uppsala University · Chalmers University of Technology

  22. Tunable Soft Equivariance with Guarantees

    Mar 27, 2026Md Ashiqur Rahman, Lim Jun Hao, Jeremiah Jiang +2Equivariant Neural Networks

    Purdue University · DSO National Laboratories

  23. Amortized Inference for Correlated Discrete Choice Models via Equivariant Neural Networks

    Mar 25, 2026Easton Huch, Michael KeaneNeural Surrogate ModelingAmortized Inference

    Postdoctoral Fellow, Johns Hopkins Carey Business School · Carey Distinguished Professor, Johns Hopkins Carey Business School

  24. ReDiffuse: Rotation Equivariant Diffusion Model for Multi-focus Image Fusion

    Mar 22, 2026Bo Li, Tingting Bao, Lingling Zhang +3Multi-Source Image FusionDiffusion Models

    School of Computer Science and Technology, Xi’an Jiaotong University, Xi’an, Shaanxi, China · School of Information Engineering, Chang’an University, Xi’an, Shaanxi, China

  25. Any-Subgroup Equivariant Networks via Symmetry Breaking

    Mar 19, 2026Abhinav Goel, Derek Lim, Hannah Lawrence +2Equivariant Neural NetworksEquivariant GNNs

    MIT · TUM · Flatiron Institute

  26. An SO(3)-equivariant reciprocal-space neural potential for long-range interactions

    Mar 19, 2026Lingfeng Zhang, Taoyong Cui, Dongzhan Zhou +6Machine Learning Interatomic PotentialsComputational Materials Science

    The Chinese University of Hong Kong, Hong Kong, 999077, China. · Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong, 999077, China. · Shanghai Artificial Intelligence Laboratory, Shanghai, 200232, China. +1

  27. Learning Coordinate-based Convolutional Kernels for Continuous SE(3) Equivariant and Efficient Point Cloud Analysis

    Mar 18, 2026Jaein Kim, Hee Bin Yoo, Dong-Sig Han +1Equivariant Neural NetworksPoint Cloud Learning

    Interdisciplinary Program in Neuroscience, Seoul National University · Département d’Informatique, École Normale Supérieure (ENS) · Department of Computing, Imperial College London +1

  28. Accurate Shift Invariant Convolutional Neural Networks Using Gaussian-Hermite Moments

    Mar 17, 2026Jaspreet Singh, Petra Bosilj, Grzegorz CielniakConvolutional Neural NetworksEquivariant Neural Networks

  29. Gauge-Equivariant Intrinsic Neural Operators for Geometry-Consistent Learning of Elliptic PDE Maps

    Mar 16, 2026Pengcheng ChengPDE Operator LearningNeural Operators

    School of Mathematics, Jilin University, Changchun, 130012, China

  30. Bases of Steerable Kernels for Equivariant CNNs: From 2D Rotations to the Lorentz Group

    Mar 12, 2026Alan GarbarzEquivariant Neural NetworksKernel Methods

    Universidad de Buenos Aires, Facultad de Ciencias Exactas y Naturales, Departamento de F´ısica. Ciudad Universitaria, pabell´on 1, 1428, Buenos Aires, Argentina. · CONICET - Universidad de Buenos Aires, Instituto de F´ısica de Buenos Aires (IFIBA). Ciudad Universitaria, pabell´on 1, 1428, Buenos Aires, Argentina.