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06/27/2021
SymbolicGPT: A Generative Transformer Model for Symbolic Regression
Symbolic regression is the task of identifying a mathematical expression...
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11/12/2020
Symbolically Solving Partial Differential Equations using Deep Learning
We describe a neural-based method for generating exact or approximate so...
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11/04/2020
A Neuro-Symbolic Method for Solving Differential and Functional Equations
When neural networks are used to solve differential equations, they usua...
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10/21/2020
Logic Guided Genetic Algorithms
We present a novel Auxiliary Truth enhanced Genetic Algorithm (GA) that ...
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06/05/2020
LGML: Logic Guided Machine Learning
We introduce Logic Guided Machine Learning (LGML), a novel approach that...
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03/09/2020
Discovering Symmetry Invariants and Conserved Quantities by Interpreting Siamese Neural Networks
In this paper, we introduce interpretable Siamese Neural Networks (SNN) ...
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03/22/2017
