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Mathis Gerdes

8 papers hereh-index 5195 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author3

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • hep-lat3
  • cs.LG2
  • hep-th2
  • astro-ph.GA1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedLearning Lattice Quantum Field Theories with Equivariant Continuous Flows

37 citations · 63 across the 8 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

hep-th2022★ 22 cited

CYJAX: A package for Calabi-Yau metrics with JAX

Mathis Gerdes, Sven Krippendorf

We present the first version of CYJAX, a package for machine learning Calabi-Yau metrics using JAX. It is meant to be accessible both as a top-level tool and as a library of modula…

hep-lat2022★ 37 cited

Learning Lattice Quantum Field Theories with Equivariant Continuous Flows

Mathis Gerdes, Pim de Haan, Corrado Rainone +2

We propose a novel machine learning method for sampling from the high-dimensional probability distributions of Lattice Field Theories, which is based on a single neural ODE layer a…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.