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Author

Ashvni Narayanan

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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
#artificial intelligence Preprint Oct 2026

Ramanujan Challenge Results: AI-Assisted Evaluation Pipeline for Multi-Format Proofs

As AI's mathematical capabilities rapidly improve, meaningful benchmarks are shifting from university-level problems and math olympiads to research-level mathematics. The Ramanujan Challenge is a benchmark comprised of research-level problems in number theory, including unpublished results and open conjectures. It pres...

A. Sorani, Ashvni Narayanan, M. Shalyt et al. · 0 citations

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