TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks

9 October 2024

Papers citing "TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks"

41 / 41 papers shown

Title
CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning Bin Qin Qirui Ji Jiangmeng Li Yupeng Wang Xuesong Wu Jianwen Cao Fanjiang Xu 9 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 55 0 0 23 May 2025
HOPSE: Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations Martin Carrasco Guillermo Bernardez Marco Montagna Nina Miolane Lev Telyatnikov AI4CE 43 0 0 21 May 2025
Ordered Topological Deep Learning: a Network Modeling Case Study Guillermo Bernardez Miquel Ferriol Galmés Carlos Güemes-Palau Mathilde Papillon Pere Barlet-Ros A. Cabellos-Aparicio Nina Miolane 91 4 0 20 Mar 2025
Higher-Order Topological Directionality and Directed Simplicial Neural Networks Manuel Lecha Andrea Cavallo Francesca Dominici Elvin Isufi Claudio Battiloro AI4CE 199 4 0 17 Jan 2025
E(n) Equivariant Topological Neural Networks Claudio Battiloro Ege Karaismailoglu Mauricio Tec George Dasoulas Michelle Audirac Francesca Dominici 84 9 0 24 May 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 62 14 0 04 Feb 2024
Simplicial Representation Learning with Neural $k$ -Forms Kelly Maggs Celia Hacker Bastian Rieck AI4CE 55 12 0 13 Dec 2023
Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design Lev Telyatnikov Maria Sofia Bucarelli Guillermo Bernardez Olga Zaghen Simone Scardapane Pietro Lio 58 10 0 11 Oct 2023
Generalized Simplicial Attention Neural Networks Claudio Battiloro Lucia Testa Lorenzo Giusti S. Sardellitti P. Lorenzo Sergio Barbarossa 48 22 0 05 Sep 2023
Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks Mathilde Papillon Sophia Sanborn Mustafa Hajij Nina Miolane 3DV AI4CE 53 36 0 20 Apr 2023
A critical look at the evaluation of GNNs under heterophily: Are we really making progress? Oleg Platonov Denis Kuznedelev Michael Diskin Artem Babenko Liudmila Prokhorenkova 55 213 0 22 Feb 2023
Convolutional Learning on Simplicial Complexes Maosheng Yang Elvin Isufi 40 21 0 26 Jan 2023
Cell Attention Networks Lorenzo Giusti Claudio Battiloro Lucia Testa P. Lorenzo S. Sardellitti Sergio Barbarossa 3DPC GNN 344 35 0 16 Sep 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 50 64 0 01 Jun 2022
Simplicial Attention Networks Christopher Wei Jin Goh Cristian Bodnar Pietro Lio GNN 69 40 0 20 Apr 2022
Message passing all the way up Petar Velickovic 136 66 0 22 Feb 2022
Weisfeiler and Leman go Machine Learning: The Story so far Christopher Morris Y. Lipman Haggai Maron Bastian Rieck Nils M. Kriege Martin Grohe Matthias Fey Karsten Borgwardt GNN 78 116 0 18 Dec 2021
Weisfeiler and Lehman Go Cellular: CW Networks Cristian Bodnar Fabrizio Frasca N. Otter Yu Guang Wang Pietro Lio Guido Montúfar M. Bronstein GNN 65 235 0 23 Jun 2021
How Attentive are Graph Attention Networks? Shaked Brody Uri Alon Eran Yahav GNN 92 1,063 0 30 May 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 85 256 0 04 Mar 2021
Principled Simplicial Neural Networks for Trajectory Prediction T. Roddenberry Nicholas Glaze Santiago Segarra 3DPC 64 93 0 19 Feb 2021
Simplicial Neural Networks Stefania Ebli M. Defferrard Gard Spreemann GNN 47 129 0 07 Oct 2020
Cell Complex Neural Networks Mustafa Hajij Kyle Istvan Ghada Zamzmi 77 59 0 02 Oct 2020
TUDataset: A collection of benchmark datasets for learning with graphs Christopher Morris Nils M. Kriege Franka Bause Kristian Kersting Petra Mutzel Marion Neumann 207 819 0 16 Jul 2020
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings Yu Chen Lingfei Wu Mohammed J Zaki 91 414 0 21 Jun 2020
Principal Neighbourhood Aggregation for Graph Nets Gabriele Corso Luca Cavalleri Dominique Beaini Pietro Lio Petar Velickovic GNN 83 666 0 12 Apr 2020
Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs S. Bandyopadhyay Kishalay Das M. Murty GNN 111 32 0 09 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 361 42,299 0 03 Dec 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 100 578 0 27 May 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 198 4,334 0 06 Mar 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 214 7,623 0 01 Oct 2018
Hypergraph Neural Networks Yifan Feng Haoxuan You Zizhao Zhang Rongrong Ji Yue Gao GNN 78 1,369 0 25 Sep 2018
Link Prediction Based on Graph Neural Networks Muhan Zhang Yixin Chen GNN 79 1,923 0 27 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 426 20,089 0 30 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 628 130,942 0 12 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 452 15,179 0 07 Jun 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 466 7,431 0 04 Apr 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 577 28,999 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 310 7,646 0 30 Jun 2016
Revisiting Semi-Supervised Learning with Graph Embeddings Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN SSL 162 2,088 0 29 Mar 2016