Papers › Automated conjecturing in mathematics with \emph{TxGraffiti}

Automated conjecturing in mathematics with \emph{TxGraffiti}

28 Sep 2024arXiv:2409.19379archive 2025-07-28

Randy Davila

\emph{TxGraffiti} is a data-driven, heuristic-based computer program developed to automate the process of generating conjectures across various mathematical domains. Since its creation in 2017, \emph{TxGraffiti} has contributed to numerous mathematical publications, particularly in graph theory. In this paper, we present the design and core principles of \emph{TxGraffiti}, including its roots in the original \emph{Graffiti} program, which pioneered the automation of mathematical conjecturing. We describe the data collection process, the generation of plausible conjectures, and methods such as the \emph{Dalmatian} heuristic for filtering out redundant or transitive conjectures. Additionally, we highlight its contributions to the mathematical literature and introduce a new web-based interface that allows users to explore conjectures interactively. While we focus on graph theory, the techniques demonstrated extend to other areas of mathematics.

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conjecture_to_dict RandyRDavila/TxGraffiti_APP/txgraffiti_app.py official repository ran MIT (permissive) · 04f9d2145f6783ae · report
filter_by_inequalities RandyRDavila/TxGraffiti_APP/functions/filters.py official repository ran MIT (permissive) · 8709b32a9a3226e1 · report
filter_false_conjectures RandyRDavila/TxGraffiti_APP/functions/filters.py official repository ran MIT (permissive) · 5988414f428b4a7c · report
fraction_to_str RandyRDavila/TxGraffiti_APP/txgraffiti_app.py official repository ran MIT (permissive) · bdb963e670bbc9e2 · report
read_invariants RandyRDavila/TxGraffiti_APP/make_edgelists.py official repository ran MIT (permissive) · 87a71d935a00fb9a · report
sort_conjectures RandyRDavila/TxGraffiti_APP/functions/heuristics.py official repository ran MIT (permissive) · aefbe03d3525b220 · report
str_to_fraction RandyRDavila/TxGraffiti_APP/txgraffiti_app.py official repository ran MIT (permissive) · 250892d68763ca68 · report
theo RandyRDavila/TxGraffiti_APP/functions/heuristics.py official repository ran MIT (permissive) · 87e58d671609060c · report
weak_dalmatian RandyRDavila/TxGraffiti_APP/functions/heuristics.py official repository ran MIT (permissive) · 5b99d3e7a8615b04 · report
get_user_input RandyRDavila/TxGraffiti_APP/functions/ui_functions.py official repository unverified MIT (permissive) · 2d6bbb99133e1f97 · report

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