Cell Attention Networks

16 September 2022

Papers citing "Cell Attention Networks"

28 / 28 papers shown

Title
Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing Diaaeldin Taha James Chapman Marzieh Eidi Karel Devriendt Guido Montúfar 41 0 0 06 Jun 2025
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 72 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 109 0 0 23 May 2025
Topological Neural Networks over the Air Simone Fiorellino Claudio Battiloro Paolo Di Lorenzo 135 3 0 17 Feb 2025
Higher-Order Topological Directionality and Directed Simplicial Neural Networks Manuel Lecha Andrea Cavallo Francesca Dominici Elvin Isufi Claudio Battiloro AI4CE 264 4 0 17 Jan 2025
Higher-order Cross-structural Embedding Model for Time Series Analysis Guancen Lin Cong Shen Aijing Lin AI4TS 54 0 0 30 Oct 2024
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks Mathilde Papillon Guillermo Bernardez Claudio Battiloro Nina Miolane BDL 179 7 0 09 Oct 2024
Molecular topological deep learning for polymer property prediction Cong Shen Yipeng Zhang Fei Han Kelin Xia AI4CE 72 0 0 07 Oct 2024
CW-CNN & CW-AN: Convolutional Networks and Attention Networks for CW-Complexes Rahul Khorana 76 0 0 29 Aug 2024
Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures Sophia Sanborn Johan Mathe Mathilde Papillon Domas Buracas Hansen Lillemark Christian Shewmake Abby Bertics Xavier Pennec Nina Miolane 94 8 0 12 Jul 2024
Demystifying Higher-Order Graph Neural Networks Maciej Besta Florian Scheidl Lukas Gianinazzi S. Klaiman Jürgen Müller Torsten Hoefler 101 3 0 18 Jun 2024
Topological Neural Networks go Persistent, Equivariant, and Continuous Yogesh Verma Amauri H Souza Vikas Garg AI4CE 78 6 0 05 Jun 2024
Probabilistic Graph Rewiring via Virtual Nodes Chendi Qian Andrei Manolache Christopher Morris Mathias Niepert AI4CE 118 4 0 27 May 2024
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 155 9 0 24 May 2024
Attending to Topological Spaces: The Cellular Transformer Rubén Ballester Pablo Hernández-García Mathilde Papillon Claudio Battiloro Nina Miolane Tolga Birdal Carles Casacuberta Sergio Escalera Mustafa Hajij 102 5 0 23 May 2024
Expressive Higher-Order Link Prediction through Hypergraph Symmetry Breaking Simon Zhang Cheng Xin Tamal K. Dey 57 1 0 17 Feb 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 106 35 0 14 Feb 2024
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains Mustafa Hajij Mathilde Papillon Florian Frantzen Jens Agerberg Ibrahem AlJabea ... Maosheng Yang Olga Zaghen Ghada Zamzmi Ali Zia Nina Miolane 105 15 0 04 Feb 2024
Probabilistically Rewired Message-Passing Neural Networks Chendi Qian Andrei Manolache Kareem Ahmed Zhe Zeng Guy Van den Broeck Mathias Niepert Christopher Morris 150 15 0 03 Oct 2023
ICML 2023 Topological Deep Learning Challenge : Design and Results Mathilde Papillon Mustafa Hajij Helen Jenne Johan Mathe Audun Myers ... Maosheng Yang Yixiao Yue Olga Zaghen Ali Zia Nina Miolane AI4CE 125 5 0 26 Sep 2023
Representing Edge Flows on Graphs via Sparse Cell Complexes Josef Hoppe Michael T. Schaub 56 5 0 04 Sep 2023
CIN++: Enhancing Topological Message Passing Lorenzo Giusti Teodora Reu Francesco Ceccarelli Cristian Bodnar Pietro Lio GNN 108 10 0 06 Jun 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 98 17 0 25 May 2023
Zoo Guide to Network Embedding Anthony Baptista Rubén J. Sánchez-García A. Baudot Ginestra Bianconi GNN 87 7 0 05 May 2023
Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks Mathilde Papillon Sophia Sanborn Mustafa Hajij Nina Miolane 3DV AI4CE 137 36 0 20 Apr 2023
Tangent Bundle Convolutional Learning: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess Paolo Di Lorenzo Alejandro Ribeiro 79 11 0 20 Mar 2023
Tangent Bundle Filters and Neural Networks: from Manifolds to Cellular Sheaves and Back Claudio Battiloro Zhiyang Wang Hans Riess P. Lorenzo Alejandro Ribeiro 107 14 0 26 Oct 2022
Pooling Strategies for Simplicial Convolutional Networks Domenico Mattia Cinque Claudio Battiloro P. Lorenzo 81 5 0 11 Oct 2022