Symbolic expression generation via variational auto-encoder

There are many problems in physics, biology, and other natural sciences in which symbolic regression can provide valuable insights and discover new laws of nature. Widespread deep neural networks do not provide interpretable solutions. Meanwhile, symbolic expressions give us a clear relation between...

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Bibliographic Details
Main Authors: Sergei Popov, Mikhail Lazarev, Vladislav Belavin, Denis Derkach, Andrey Ustyuzhanin
Format: Article
Language:English
Published: PeerJ Inc. 2023-03-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-1241.pdf