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Melanie Weber

Towards Non-Euclidean Foundation Models: Advancing AI Beyond Euclidean Frameworks

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May 20, 2025
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Position: Beyond Euclidean -- Foundation Models Should Embrace Non-Euclidean Geometries

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Apr 11, 2025
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Shared Global and Local Geometry of Language Model Embeddings

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Mar 27, 2025
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Enhancing the Utility of Higher-Order Information in Relational Learning

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Feb 13, 2025
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Structured Regularization for Constrained Optimization on the SPD Manifold

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Oct 12, 2024
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Unitary convolutions for learning on graphs and groups

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Oct 07, 2024
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Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups

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Oct 03, 2024
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Disciplined Geodesically Convex Programming

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Jul 07, 2024
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Graph Pooling via Ricci Flow

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Jul 05, 2024
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Hardness of Learning Neural Networks under the Manifold Hypothesis

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Jun 03, 2024
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