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cs.LG2022★ 9 cited
End-to-end symbolic regression with transformers
Pierre-Alexandre Kamienny, Stéphane d'Ascoli, Guillaume Lample +1
Symbolic regression, the task of predicting the mathematical expression of a function from the observation of its values, is a difficult task which usually involves a two-step proc…
cs.LG2020
Learning advanced mathematical computations from examples
François Charton, Amaury Hayat, Guillaume Lample
Using transformers over large generated datasets, we train models to learn mathematical properties of differential systems, such as local stability, behavior at infinity and contro…