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math.CO2025
From Black Box to Bijection: Interpreting Machine Learning to Build a Zeta Map Algorithm
Xiaoyu Huang, Blake Jackson, Kyu-Hwan Lee
There is a large class of problems in algebraic combinatorics which can be distilled into the same challenge: construct an explicit combinatorial bijection. Traditionally, research…
math.CO2024
Machine Learning Mutation-Acyclicity of Quivers
Kymani T. K. Armstrong-Williams, Edward Hirst, Blake Jackson +1
Machine learning (ML) has emerged as a powerful tool in mathematical research in recent years. This paper applies ML techniques to the study of quivers -- a type of directed multig…