Search Results for author: Sara Imari Walker

Found 1 papers, 1 papers with code

A Relational Macrostate Theory Guides Artificial Intelligence to Learn Macro and Design Micro

3 code implementations13 Oct 2022 Yanbo Zhang, Sara Imari Walker

By demonstrating a general theory for how macroscopic properties emerge from conservation of symmetries in the mapping between observations, we provide a machine learning framework that allows a unified approach to identifying macrostates in systems from the simple to complex, and allows the design of new examples consistent with a given macroscopic property.

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