Interactive symbolic regression with co-design mechanism through offline reinforcement learning

Abstract Symbolic Regression holds great potential for uncovering underlying mathematical and physical relationships from observed data. However, the vast combinatorial space of possible expressions poses significant challenges for previous online search methods and pre-trained transformer models, w...

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Bibliographic Details
Main Authors: Yuan Tian, Wenqi Zhou, Michele Viscione, Hao Dong, David S. Kammer, Olga Fink
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-025-59288-y
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