| Title | Machine learning the vanishing order of rational L-functions |
|---|
| Type | Journal article |
|---|
| Authors | Oliver, T., Bieri, J., Butbaia, G., Costa, E., Deines, A., Lee, K.-H., Lowry-Duda, D., Qi, Y. and Veenstra, T. |
|---|
| Abstract | In this paper, we study the vanishing order of rational L-functions from a data scientific perspective. Each L-function is represented in our data by finitely many Dirichlet coefficients, the normalisation of which depends on the context. We observe murmuration-like patterns in averages across our dataset, find that PCA clusters rational L-functions by their vanishing order, and record that LDA and neural networks may accurately predict this quantity. |
|---|
| Journal | Advances in Theoretical and Mathematical Physics |
|---|
| ISSN | 1095-0761 |
|---|
| 1095-0753 |
|---|
| Year | 2025 |
|---|
| Publisher | International Press of Boston |
|---|
| Accepted author manuscript | File Access Level Open (open metadata and files) |
|---|