"topological deep learning" Papers

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E(n) Equivariant Topological Neural Networks

Claudio Battiloro, Ege Karaismailoglu, Mauricio Tec et al.

ICLR 2025arXiv:2405.15429
20
citations

MANTRA: The Manifold Triangulations Assemblage

Rubén Ballester, Ernst Roell, Daniel Bin Schmid et al.

ICLR 2025arXiv:2410.02392
8
citations

Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity

Yam Eitan, Yoav Gelberg, Guy Bar-Shalom et al.

ICLR 2025arXiv:2408.05486
11
citations

Position: Topological Deep Learning is the New Frontier for Relational Learning

Theodore Papamarkou, Tolga Birdal, Michael Bronstein et al.

ICML 2024arXiv:2402.08871
63
citations