Topological Deep Learning

Higher-Order Topological Directionality and Directed Simplicial Neural Networks
Topological Deep Learning (TDL) has emerged as a paradigm to process and learn from signals defined on higher-order combinatorial …
Manuel Lecha, Andrea Cavallo, Francesca Dominici, Elvin Isufi, Claudio Battiloro
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ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain
This paper describes the 2nd edition of the ICML Topological Deep Learning Challenge that was hosted within the ICML 2024 ELLIS …
Guillermo Bernárdez, Et Al.
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TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
We introduce TopoX, a Python software suite that provides reliable and user-friendly building blocks for computing and machine learning …
Mustafa Hajij, Et Al.
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ICML 2023 Topological Deep Learning Challenge: Design and Results
This paper presents the computational challenge on topological deep learning that was hosted within the ICML 2023 Workshop on Topology …
Mathilde Papillon, Et Al.
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ICML 2023 Topological Deep Learning Challenge: Design and Results