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equivariant learning

22 papers

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Co-occurring keywords

graph neural network (3962) self-supervised learning (3777) rotation equivariance (26) point cloud (1480) neural network (6616) convolutional neural network (4226) message passing (579) group theory (43) 3d vision (1098) transfer learning (5449)

Papers

A Regularization-Guided Equivariant Approach for Image Restoration CVPR 2025
ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightness ICCV 2025
ESCAPE: Equivariant Shape Completion via Anchor Point Encoding CVPR 2025
A Canonicalization Perspective on Invariant and Equivariant Learning NIPS 2024
Neural Isometries: Taming Transformations for Equivariant ML NIPS 2024
$SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation NIPS 2024
A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening NIPS 2024
Equivariant Machine Learning on Graphs with Nonlinear Spectral Filters NIPS 2024
Contrastive-Equivariant Self-Supervised Learning Improves Alignment with Primate Visual Area IT NIPS 2024
Geometric Latent Diffusion Models for 3D Molecule Generation ICML 2023
Efficient Equivariant Transfer Learning from Pretrained Models NIPS 2023
Equivariant Motion Manifold Primitives CORL 2023
Dimensionless machine learning: Imposing exact units equivariance JMLR 2023
Towards Equivariant Optical Flow Estimation With Deep Learning WACV 2023
Self-Supervised Equivariant Learning for Oriented Keypoint Detection CVPR 2022
3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design ICML 2022
Learning Physical Dynamics with Subequivariant Graph Neural Networks NIPS 2022
SE(2)-Equivariant Pushing Dynamics Models for Tabletop Object Manipulations CORL 2022
Learning Partial Equivariances From Data NIPS 2022
Reflection and Rotation Symmetry Detection via Equivariant Learning CVPR 2022
Equivariant Learning of Stochastic Fields: Gaussian Processes and Steerable Conditional Neural Processes ICML 2021
Unsupervised Learning of Landmarks by Descriptor Vector Exchange ICCV 2019