Tree Neural Networks in HOL4
September 03, 2020 ยท Declared Dead ยท ๐ International Conference on Intelligent Computer Mathematics
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Authors
Thibault Gauthier
arXiv ID
2009.01827
Category
cs.NE: Neural & Evolutionary
Citations
6
Venue
International Conference on Intelligent Computer Mathematics
Last Checked
4 months ago
Abstract
We present an implementation of tree neural networks within the proof assistant HOL4. Their architecture makes them naturally suited for approximating functions whose domain is a set of formulas. We measure the performance of our implementation and compare it with other machine learning predictors on the tasks of evaluating arithmetical expressions and estimating the truth of propositional formulas.
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