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Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges

, , , and . (2021)cite arxiv:2104.13478Comment: 156 pages. Work in progress -- comments welcome!.

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Dynamic Graph CNN for Learning on Point Clouds., , , , , and . CoRR, (2018)Locality-Aware Graph-Rewiring in GNNs., , , , and . CoRR, (2023)SE(3)-Stochastic Flow Matching for Protein Backbone Generation., , , , , , , , , and . CoRR, (2023)RecSys 2021 Challenge Workshop: Fairness-aware engagement prediction at scale on Twitter's Home Timeline., , , , , , , , , and 2 other author(s). RecSys, page 819-824. ACM, (2021)Sheaf Neural Networks with Connection Laplacians., , , , , and . TAG-ML, volume 196 of Proceedings of Machine Learning Research, page 28-36. PMLR, (2022)On the Unreasonable Effectiveness of Feature Propagation in Learning on Graphs With Missing Node Features., , , , , and . LoG, volume 198 of Proceedings of Machine Learning Research, page 11. PMLR, (2022)Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild., , , , and . CVPR, page 4989-4999. Computer Vision Foundation / IEEE, (2020)Shape Palindromes: Analysis of Intrinsic Symmetries in 2D Articulated Shapes., , , and . SSVM, volume 6667 of Lecture Notes in Computer Science, page 665-676. Springer, (2011)A Correspondence-Less Approach to Matching of Deformable Shapes., , and . SSVM, volume 6667 of Lecture Notes in Computer Science, page 592-603. Springer, (2011)Discrete Minimum Distortion Correspondence Problems for Non-rigid Shape Matching., , , and . SSVM, volume 6667 of Lecture Notes in Computer Science, page 580-591. Springer, (2011)