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No Triangulation Without Representation: Generalization in Topological Deep Learning
Extending a manifold triangulation benchmark reveals GNNs and HOMP can saturate it with proper representations, yet existing models fail to generalize beyond combinatorial structure.
Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026
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AI panel: 13 of 20 reviewers recommend it
lenient 3/5
medium 8/10
strict 2/5