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Computational Algebra with Attention: Transformer Oracles for Border Basis Algorithms

Published in Conference on Neural Information Processing Systems (NeurIPS), 2025

Recommended citation: Kera, H.*, Pelleriti, N.*, Ishihara, Y., Zimmer, M., & Pokutta, S. (2025). Computational Algebra with Attention: Transformer Oracles for Border Basis Algorithms. Conference on Neural Information Processing Systems (NeurIPS). San Diego, CA. (*equal contribution)
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Approximating Latent Manifolds in Neural Networks via Vanishing Ideals

Published in International Conference on Machine Learning (ICML), 2025

Using vanishing ideals from algebraic geometry to approximate latent manifolds in neural networks.

Recommended citation: Pelleriti, N., Zimmer, M., Wirth, E., & Pokutta, S. (2025). Approximating Latent Manifolds in Neural Networks via Vanishing Ideals. International Conference on Machine Learning (ICML).
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Neural Sum-of-Squares: Certifying the Nonnegativity of Polynomials with Transformers

Published in arXiv preprint (under review), 2025

A learning-augmented algorithm using transformers to certify polynomial nonnegativity via Sum of Squares programming, achieving 100x speedups.

Recommended citation: Pelleriti, N., Spiegel, C., Liu, S., Martínez-Rubio, D., Zimmer, M., & Pokutta, S. (2025). Neural Sum-of-Squares: Certifying the Nonnegativity of Polynomials with Transformers. arXiv preprint arXiv:2510.13444.
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Talk 1 on Relevant Topic in Your Field

Published: March 01, 2012

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Tutorial 1 on Relevant Topic in Your Field

Published: March 01, 2013

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Talk 2 on Relevant Topic in Your Field

Published: February 01, 2014

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Conference Proceeding talk 3 on Relevant Topic in Your Field

Published: March 01, 2014

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Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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