activity
20232026
most citedMachine learning Sasakian and topology on contact Calabi-Yau -manifolds

11 citations · 11 across the 6 of their papers we have counts for

collaborators

8 papers

math.CO2026

A sporadic simplicial arrangement of lines

Tomás S. R. Silva

We construct a sporadic simplicial arrangement of lines in the real projective plane. It is obtained from the icosahedral arrangement by adjoining the …

cs.LG2026

Data, Numbers, and Geometry: Three Tutorials on Numerical Methods, Machine Learning, and Evaluation

Jessica N. Howard, Yidi Qi, Tomás S. R. Silva

We present three practical tutorials on numerical computation and machine learning for mathematical research, developed for the DANGER: Data, Numbers, and Geometry workshop held at…

math.DG2026

Minimising Willmore Energy via Neural Flow

Edward Hirst, Henrique N. Sá Earp, Tomás S. R. Silva

The neural Willmore flow of a closed oriented -surface in is introduced as a natural evolution process to minimise the Willmore energy, which is the squared …

math.AG2026

A penalised Saito functional for heuristic search of free line arrangements

Tomás S. R. Silva

We introduce the penalised Saito functional for a reduced arrangement of lines and a prescribed pair . It me…

math.DG2026

Neural and numerical methods for -structures on contact Calabi-Yau 7-manifolds

Elli Heyes, Edward Hirst, Henrique N. Sá Earp +1

A numerical framework for approximating -structure 3-forms on contact Calabi-Yau manifolds is presented. The approach proceeds in three stages: first, existing neural…

math.DG2025

The exterior derivative and the mean value equality in

Daniel Fadel, Henrique N. Sá Earp, Tomás S. R. Silva

This survey revisits classical results in vector calculus and analysis by exploring a generalised perspective on the exterior derivative, interpreting it as a measure of "infinites…

hep-th2024

Metaheuristic Generation of Brane Tilings

Yang-Hui He, Vishnu Jejjala, Tomás S. R. Silva

The combinatorics of dimer models on brane tilings describe a large class of four-dimensional gauge theories that afford quiver descriptions and have toric moduli s…

math.DG2023★ 11 cited

Machine learning Sasakian and topology on contact Calabi-Yau -manifolds

Daattavya Aggarwal, Yang-Hui He, Elli Heyes +3

We propose a machine learning approach to study topological quantities related to the Sasakian and -geometries of contact Calabi-Yau -manifolds. Specifically, we compute da…