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Talk on "Learning to Do Computational Algebra via Transformer" by Hiroshi Kera (Chiba University)

We are pleased to inform you about the upcoming seminar by Hiroshi Kera (Chiba University) titled : "Learning to Do Computational Algebra via Transformer" Everyone interested is cordially invited to attend!

Title:

Learning to Do Computational Algebra via Transformer

Abstract:

Computational algebra has developed various algorithms for processing polynomials, including polynomial system solving, or more generally, Gröbner basis computation of an associated ideal. In this talk, I present a new paradigm for addressing such problems, i.e., a machine-learning approach using a Transformer. The learning approach does not require an explicit algorithm design and can return the solutions in (roughly) constant time. This approach does not necessarily return correct solutions but can be a practical compromise against large-scale problems for which math algorithms run into a timeout. I'll show several successful cases and challenges particular to this approach.

Time/Date:

16:30 July 30th (Tuesday), 2024

Place:

Room 1310A NII and Online

Online:

zoom

Contact:

If you would like to join, please contact by email.
Email :kphalakarn[at]nii.ac.jp

Link:

ERATO colloquium/seminar

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