---
_id: '14221'
abstract:
- lang: eng
  text: 'The world is structured in countless ways. It may be prudent to enforce corresponding
    structural properties to a learning algorithm''s solution, such as incorporating
    prior beliefs, natural constraints, or causal structures. Doing so may translate
    to faster, more accurate, and more flexible models, which may directly relate
    to real-world impact. In this dissertation, we consider two different research
    areas that concern structuring a learning algorithm''s solution: when the structure
    is known and when it has to be discovered.'
article_number: '2111.13693'
article_processing_charge: No
arxiv: 1
author:
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
citation:
  ama: Locatello F. Enforcing and discovering structure in machine learning. <i>arXiv</i>.
    doi:<a href="https://doi.org/10.48550/arXiv.2111.13693">10.48550/arXiv.2111.13693</a>
  apa: Locatello, F. (n.d.). Enforcing and discovering structure in machine learning.
    <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2111.13693">https://doi.org/10.48550/arXiv.2111.13693</a>
  chicago: Locatello, Francesco. “Enforcing and Discovering Structure in Machine Learning.”
    <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2111.13693">https://doi.org/10.48550/arXiv.2111.13693</a>.
  ieee: F. Locatello, “Enforcing and discovering structure in machine learning,” <i>arXiv</i>.
    .
  ista: Locatello F. Enforcing and discovering structure in machine learning. arXiv,
    2111.13693.
  mla: Locatello, Francesco. “Enforcing and Discovering Structure in Machine Learning.”
    <i>ArXiv</i>, 2111.13693, doi:<a href="https://doi.org/10.48550/arXiv.2111.13693">10.48550/arXiv.2111.13693</a>.
  short: F. Locatello, ArXiv (n.d.).
date_created: 2023-08-22T14:23:35Z
date_published: 2021-11-26T00:00:00Z
date_updated: 2024-10-14T12:27:49Z
day: '26'
department:
- _id: FrLo
doi: 10.48550/arXiv.2111.13693
extern: '1'
external_id:
  arxiv:
  - '2111.13693'
fulldoi: https://doi.org/10.48550/arXiv.2111.13693
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2111.13693
month: '11'
oa: 1
oa_version: Preprint
publication: arXiv
publication_status: submitted
status: public
title: Enforcing and discovering structure in machine learning
type: preprint
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2021'
...