geometric deep learning

SIGMA: Scale-Invariant Global Sparse Shape Matching ICCV 2023 Smooth, exact rotational symmetrization for deep learning on point clouds NeurIPS 2023 Stage Detection of Mild Cognitive Impairment: Region-dependent Graph Representation Learning on Brain Morphable Meshes MIDL 2023 SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics NeurIPS 2023 Toward Convex Manifolds: A Geometric Perspective for Deep Graph Clustering of Single-cell RNA-seq Data IJCAI 2023 Deep Orientation-Aware Functional Maps: Tackling Symmetry Issues in Shape Matching CVPR 2022 EquiBind: Geometric Deep Learning for Drug Binding Structure Prediction ICML 2022 Equivariant Point Cloud Analysis via Learning Orientations for Message Passing CVPR 2022 Fully-Connected Network on Noncompact Symmetric Space and Ridgelet Transform based on Helgason-Fourier Analysis ICML 2022 Generating 3D Molecules for Target Protein Binding ICML 2022 Graphein - a Python Library for Geometric Deep Learning and Network Analysis on Biomolecular Structures and Interaction Networks NeurIPS 2022 Graph Scattering beyond Wavelet Shackles NeurIPS 2022 Learning Partial Equivariances From Data NeurIPS 2022 MAtt: A Manifold Attention Network for EEG Decoding NeurIPS 2022 Neural Shape Mating: Self-Supervised Object Assembly With Adversarial Shape Priors CVPR 2022 On Non-Linear operators for Geometric Deep Learning NeurIPS 2022 Orthogonal Multi-Manifold Enriching of Directed Networks AISTATS 2022 Pseudo-Riemannian Graph Convolutional Networks NeurIPS 2022 SE(3) Equivariant Graph Neural Networks with Complete Local Frames ICML 2022 Universal Approximation Theorems for Differentiable Geometric Deep Learning JMLR 2022 A Functional Approach to Rotation Equivariant Non-Linearities for Tensor Field Networks. CVPR 2021 Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus EMNLP 2021 CorticalFlow: A Diffeomorphic Mesh Transformer Network for Cortical Surface Reconstruction NeurIPS 2021 CPFN: Cascaded Primitive Fitting Networks for High-Resolution Point Clouds ICCV 2021 Deepening the Sense of Touch in Planetary Exploration with Geometric and Topological Deep Learning AAAI 2021