v1v2 (latest)

Continuous Simplicial Neural Networks

17 March 2025

Aref Einizade

Dorina Thanou

Fragkiskos D. Malliaros

Jhony H. Giraldo

AI4CE

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Papers citing "Continuous Simplicial Neural Networks"

34 / 34 papers shown

Title
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 66 0 0 23 May 2025
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 113 11 0 18 Jun 2024
Continuous Product Graph Neural Networks Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo 76 2 0 29 May 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 71 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 72 15 0 04 Feb 2024
From Continuous Dynamics to Graph Neural Networks: Neural Diffusion and Beyond Andi Han Dai Shi Lequan Lin Junbin Gao AI4CE GNN 67 24 0 16 Oct 2023
Generalized Simplicial Attention Neural Networks Claudio Battiloro Lucia Testa Lorenzo Giusti S. Sardellitti P. Lorenzo Sergio Barbarossa 68 22 0 05 Sep 2023
FAENet: Frame Averaging Equivariant GNN for Materials Modeling Alexandre Duval Victor Schmidt A. Garcia Santiago Miret Fragkiskos D. Malliaros Yoshua Bengio David Rolnick 83 62 0 28 Apr 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 61 21 0 26 Jan 2023
TIDE: Time Derivative Diffusion for Deep Learning on Graphs M. Behmanesh Maximilian Krahn M. Ovsjanikov DiffM GNN 56 9 0 05 Dec 2022
On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks Jhony H. Giraldo Konstantinos Skianis T. Bouwmans Fragkiskos D. Malliaros 60 51 0 05 Dec 2022
On the Robustness of Graph Neural Diffusion to Topology Perturbations Yang Song Qiyu Kang Sijie Wang Zhao Kai Wee Peng Tay DiffM AAML 110 37 0 16 Sep 2022
SGAT: Simplicial Graph Attention Network See Hian Lee Feng Ji Wee Peng Tay 98 24 0 24 Jul 2022
Topological Deep Learning: Going Beyond Graph Data Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Nina Miolane Aldo Guzmán-Sáenz ... Shreyas N. Samaga Neal Livesay Robin Walters Paul Rosen Michael T. Schaub PINN GNN AI4CE 62 65 0 01 Jun 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio GNN 83 40 0 20 Apr 2022
Simplicial Attention Neural Networks L. Giusti Claudio Battiloro P. Lorenzo S. Sardellitti Sergio Barbarossa 106 33 0 14 Mar 2022
Convolutional Filtering in Simplicial Complexes Elvin Isufi Maosheng Yang 52 14 0 29 Jan 2022
BScNets: Block Simplicial Complex Neural Networks Yuzhou Chen Yulia R. Gel H. Vincent Poor GNN 54 35 0 13 Dec 2021
Dist2Cycle: A Simplicial Neural Network for Homology Localization A. Keros Vidit Nanda Kartic Subr 41 28 0 28 Oct 2021
Simplicial Convolutional Neural Networks Maosheng Yang Elvin Isufi G. Leus GNN 83 58 0 06 Oct 2021
GRAND: Graph Neural Diffusion B. Chamberlain J. Rowbottom Maria I. Gorinova Stefan Webb Emanuele Rossi M. Bronstein GNN 123 270 0 21 Jun 2021
Simplicial Complex Representation Learning Mustafa Hajij Ghada Zamzmi Theodore Papamarkou Vasileios Maroulas X. Cai 56 18 0 06 Mar 2021
Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks Cristian Bodnar Fabrizio Frasca Yu Guang Wang N. Otter Guido Montúfar Pietro Lio M. Bronstein 95 256 0 04 Mar 2021
Principled Simplicial Neural Networks for Trajectory Prediction T. Roddenberry Nicholas Glaze Santiago Segarra 3DPC 74 93 0 19 Feb 2021
DiffusionNet: Discretization Agnostic Learning on Surfaces Nicholas Sharp Souhaib Attaiki Keenan Crane M. Ovsjanikov 3DH 64 205 0 01 Dec 2020
Simplicial Neural Networks Stefania Ebli M. Defferrard Gard Spreemann GNN 55 130 0 07 Oct 2020
A Note on Over-Smoothing for Graph Neural Networks Chen Cai Yusu Wang 83 276 0 23 Jun 2020
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 130 1,350 0 07 Apr 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 780 8,554 0 03 Jan 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 245 7,681 0 01 Oct 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,225 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 509 15,300 0 07 Jun 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 652 29,154 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 356 7,669 0 30 Jun 2016