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Artificial intelligence and machine learning generated conjectures with TxGraffiti

2024/07/03 by Davila, Randy
#Artificial Intelligence (cs.AI) #Combinatorics (math.CO) #FOS: Computer and information sciences #FOS: Mathematics

paper · doi:10.48550/arxiv.2407.02731

Abstract

TxGraffiti is a machine learning and heuristic based artificial intelligence designed to automate the task of conjecturing in mathematics. Since its inception, TxGraffiti has generated many surprising conjectures leading to publication in respectable mathematical journals. In this paper we outline the machine learning and heuristic techniques implemented by TxGraffiti. We also recall its contributions to the mathematical literature and announce a new online version of the program available for anyone curious to explore conjectures in graph theory.

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