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Daniel Bruwel

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#machine learning Preprint Nov 2026

Using Transformers to Generate 3-Manifold Triangulations

Using dehydration signatures as an encoding, we train GPT-2-style transformers to generate triangulations of 3-dimensional manifolds. Our main runs each use approximately 3 exaFLOPs, spanning a 200 million parameter model trained on 60 million sphere triangulations to an 11 million parameter model trained on 1.1 billio...

Daniel Bruwel, Ashvni Narayanan, J. Spreer · 0 citations