Permutation-Equivariant Neural Networks

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12 papers4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Nonlinear Maps Between Irreducible Representations in Graph Neural Networks

    Oct 29, 2026Mani ShayestehfarEquivariant GNNsPermutation-Equivariant Neural Networks

  2. Degree Bounds for Separating Polynomial and Neural Invariants for Point Clouds

    Oct 19, 2026Snir Hordan, Harm Derksen, Mircea Petrache +1Point Cloud LearningEquivariant Neural Networks

    Technion – Israel Institute of Technology · Northeastern University · Pontificia Universidad Católica de Chile

  3. Interfaces and Modules: A Scalable Representation for Weight-Space Learning across Architectures

    Oct 15, 2026Michał Kozyra, Michael BronsteinWeight-Space LearningWeight-Space Analysis

    University of Oxford · AITHYRA

  4. CorrFlow: Exact and Permutation-Equivariant Flow Matching on the Correlation Elliptope

    Oct 9, 2026Gautier MartiPermutation-Equivariant Neural NetworksConstrained Generative Modeling

    Abu Dhabi Investment Authority (ADIA), Abu Dhabi, United Arab Emirates

  5. Permutation-Equivariant Flow Matching for Alignment-Free Neural Weight Generation

    Sep 26, 2026Arkadi Piven, Yam Eitan, Guy Bar-Shalom +5Permutation-Equivariant Neural NetworksFlow Matching

    Technion – Israel Institute of Technology · Technical University of Munich · Munich Center for Machine Learning +1

  6. Universality and Approximation Rates of Graph Neural Networks with Random Features

    Jul 29, 2026Lukas Gonon, Thilo Meyer-Brandis, Niklas WeberGraph Neural NetworksEquivariant Neural Networks

    School of Computer Science University of St. Gallen St. Gallen, 9000, Switzerland · Department of Mathematics LMU Munich Munich, 80333, Germany

  7. EquiFusion: Kinematics-Agnostic Human Motion Prediction via Equivariant Latent Diffusion

    Jul 13, 2026Cecilia Curreli, Florian Hofherr, Dominik Muhle +3Equivariant Neural NetworksHuman Motion Prediction

    Technical University of Munich, Munich, Germany · Munich Center for Machine Learning, Munich, Germany

  8. V2I Work Zone Geometry Reconstruction with Pose-Conditioned UWB Range Denoising

    May 28, 2026Jiaxi Liu, Hangyu Li, Yang Cheng +73D ReconstructionWireless Communications

    Department of Civil & Environmental Engineering, University of Wisconsin-Madison, Madison, 53706, Wisconsin, United States

  9. Permutation-preserving Functions and Neural Vecchia Covariance Kernels

    May 6, 2026Jian Cao, Nian Liu, Ying LinGaussian ProcessesKernel Methods

    Department of Mathematics University of Houston Houston, TX 77047 · Department of Industrial and Systems Engineering University of Houston Houston, TX 77047

  10. Any-Subgroup Equivariant Networks via Symmetry Breaking

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

    MIT · TUM · Flatiron Institute

  11. Symbol-Equivariant Recurrent Reasoning Models

    Mar 2, 2026Richard Freinschlag, Timo Bertram, Erich Kobler +2Permutation-Equivariant Neural NetworksSudoku Solving

    ELLIS Unit Linz, LIT AI Lab & Institute for Machine Learning, Johannes Kepler University Linz, Austria · Clinical Research Institute for Medical AI, Johannes Kepler University Linz, Austria

  12. Quantitative Approximation Rates for Group Equivariant Learning

    Feb 23, 2026Jonathan W. Siegel, Snir Hordan, Hannah Lawrence +2Permutation-Equivariant Neural NetworksEquivariant Neural Networks

    Department of Mathematics, Texas A&M University, College Station, TX, 77840, USA · Faculty of Mathematics, Technion- Israel Institute of Technology, Haifa, 3200003, Israel · Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, 02139 USA