{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/the-theory-of-functional-connections-on","title":"The Theory of Functional Connections on Vector Spaces","arxiv_id":"2302.10223","date":"2023-02-20","proceeding":null,"authors":["Carl Leake"],"abstract":"The Theory of Functional Connections (TFC) is most often used for constraints over the field of real numbers. However, previous works have shown that it actually extends to arbitrary fields. The evidence for these claims is restricting oneself to the field of real numbers is unnecessary because all of the theorems, proofs, etc. for TFC apply as written to fields in general. Here, that notion is taken a step further, as fields themselves are unnecessarily restrictive. The theorems, proofs, etc. of TFC apply to vector spaces, not just fields. Moreover, the inputs of the functions/constraints do not even need to be restricted to vector spaces; they can quite literally be anything. In this note, the author shows the more general inputs/outputs of the various symbols that comprise TFC. Examples with accompanying, open-access Python code are included to aid the reader's understanding.","url_abs":"https://arxiv.org/abs/2302.10223v3","url_pdf":"https://arxiv.org/pdf/2302.10223v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"links_only","authors_date_abstract":"arXiv metadata, CC0 1.0 (https://info.arxiv.org/help/license), from the Kaggle arXiv metadata snapshot of 2026-09-12"},"code_links":[{"paper_slug":"the-theory-of-functional-connections-on","repo_url":"https://github.com/leakec/tfc-on-vector-spaces","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}