Sheaf Neural Networks with Connection Laplacians

Sheaf Neural Networks with Connection Laplacians

17 June 2022

Federico Barbero

Cristian Bodnar

Haitz Sáez de Ocáriz Borde

Michael M. Bronstein

Petar Velivcković

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Papers citing "Sheaf Neural Networks with Connection Laplacians"

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Title
Copresheaf Topological Neural Networks: A Generalized Deep Learning Framework Mustafa Hajij Lennart Bastian Sarah Osentoski Hardik Kabaria John L. Davenport ... Joseph G. Kocheemoolayil Nastaran Shahmansouri Adrian Lew Theodore Papamarkou Tolga Birdal 54 0 0 27 May 2025
Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding Manuel Lecha Andrea Cavallo Francesca Dominici Ran Levi Alessio Del Bue Elvin Isufi Pietro Morerio Claudio Battiloro AI4CE 95 0 0 23 May 2025
Hypergraph Neural Sheaf Diffusion: A Symmetric Simplicial Set Framework for Higher-Order Learning Seongjin Choi Gahee Kim Yong-Geun Oh 50 0 0 09 May 2025
Metric Learning for Clifford Group Equivariant Neural Networks Riccardo Ali Paulina Kulyt.e Haitz Sáez de Ocáriz Borde Pietro Lio 69 0 0 13 Jul 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 147 9 0 24 May 2024
Bundle Neural Networks for message diffusion on graphs Jacob Bamberger Federico Barbero Xiaowen Dong Michael M. Bronstein 121 3 0 24 May 2024
Sheaf Hypergraph Networks Iulia Duta Giulia Cassara Fabrizio Silvestri Pietro Lio 70 23 0 29 Sep 2023
From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module Claudio Battiloro Indro Spinelli Lev Telyatnikov Michael M. Bronstein Simone Scardapane P. Lorenzo BDL 92 17 0 25 May 2023
Projections of Model Spaces for Latent Graph Inference Haitz Sáez de Ocáriz Borde Alvaro Arroyo Ingmar Posner 89 9 0 21 Mar 2023
Graph Neural Networks in Vision-Language Image Understanding: A Survey Henry Senior Greg Slabaugh Shanxin Yuan Luca Rossi GNN 89 21 0 07 Mar 2023
GPNet: Simplifying Graph Neural Networks via Multi-channel Geometric Polynomials Xun Liu Alex Hay-Man Ng Fangyu Lei Yikuan Zhang Zhengmin Li GNN 109 2 0 30 Sep 2022
Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs Cristian Bodnar Francesco Di Giovanni B. Chamberlain Pietro Lio Michael M. Bronstein 105 183 0 09 Feb 2022