2025 "geometric deep learning" Papers

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Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing

Peter Lippmann, Gerrit Gerhartz, Roman Remme et al.

ICLR 2025posterarXiv:2405.15389
14
citations

Continuous Simplicial Neural Networks

Aref Einizade, Dorina Thanou, Fragkiskos Malliaros et al.

NeurIPS 2025posterarXiv:2503.12919
2
citations

CosmoBench: A Multiscale, Multiview, Multitask Cosmology Benchmark for Geometric Deep Learning

Teresa Huang, Richard Stiskalek, Jun-Young Lee et al.

NeurIPS 2025posterarXiv:2507.03707
2
citations

Discovering Group Structures via Unitary Representation Learning

Dongsung Huh

ICLR 2025poster
2
citations

On the Expressive Power of Sparse Geometric MPNNs

Yonatan Sverdlov, Nadav Dym

ICLR 2025posterarXiv:2407.02025
6
citations