63 citations · 183 across the 9 of their papers we have counts for
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cs.LG2021★ 39 cited
SymbolicGPT: A Generative Transformer Model for Symbolic Regression
Mojtaba Valipour, Bowen You, Maysum Panju +1
Symbolic regression is the task of identifying a mathematical expression that best fits a provided dataset of input and output values. Due to the richness of the space of mathemati…
cs.LG2020★ 2 cited
Symbolically Solving Partial Differential Equations using Deep Learning
Maysum Panju, Kourosh Parand, Ali Ghodsi
We describe a neural-based method for generating exact or approximate solutions to differential equations in the form of mathematical expressions. Unlike other neural methods, our…
cs.LG2020★ 6 cited
A Neuro-Symbolic Method for Solving Differential and Functional Equations
Maysum Panju, Ali Ghodsi
When neural networks are used to solve differential equations, they usually produce solutions in the form of black-box functions that are not directly mathematically interpretable.…