Tree Neural Networks in HOL4

September 03, 2020 ยท Declared Dead ยท ๐Ÿ› 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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