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Topological Deep Learning: Going Beyond Graph Data

Topological Deep Learning: Going Beyond Graph Data

Mustafa Hajij
Ghada Zamzmi
Theodore Papamarkou
Nina Miolane
Aldo Guzmán-Sáenz
Karthikeyan N. Ramamurthy
Tolga Birdal
T. Dey
Soham Mukherjee
Shreyas N. Samaga
Neal Livesay
Robin Walters
Paul Rosen
Michael T. Schaub
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Papers citing "Topological Deep Learning: Going Beyond Graph Data"

7 / 7 papers shown
Title
Topological Neural Networks over the Air
Topological Neural Networks over the Air
Simone Fiorellino
Claudio Battiloro
Paolo Di Lorenzo
107
3
0
17 Feb 2025
Higher-Order Topological Directionality and Directed Simplicial Neural Networks
Higher-Order Topological Directionality and Directed Simplicial Neural Networks
Manuel Lecha
Andrea Cavallo
Francesca Dominici
Elvin Isufi
Claudio Battiloro
AI4CE
183
4
0
17 Jan 2025
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
Mathilde Papillon
Guillermo Bernardez
Claudio Battiloro
Nina Miolane
BDL
83
6
0
09 Oct 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning
Naheed Anjum Arafat
D. Basu
Yulia R. Gel
Yuzhou Chen
AAML
370
1
0
21 Sep 2024
Higher-Order Message Passing for Glycan Representation Learning
Higher-Order Message Passing for Glycan Representation Learning
Roman Joeres
Daniel Bojar
49
1
0
20 Sep 2024
E(n) Equivariant Topological Neural Networks
E(n) Equivariant Topological Neural Networks
Claudio Battiloro
Ege Karaismailoglu
Mauricio Tec
George Dasoulas
Michelle Audirac
Francesca Dominici
80
9
0
24 May 2024
Hypergraph-MLP: Learning on Hypergraphs without Message Passing
Hypergraph-MLP: Learning on Hypergraphs without Message Passing
Bohan Tang
Siheng Chen
Xiaowen Dong
55
6
0
15 Dec 2023