Thermodynamic overfitting and generalization: energetics of predictive intelligence

Overfitting is a crucial concern in machine learning, where an unnecessarily complex model closely captures the details of its training data but fails to generalize to new inputs. Regularization acts as a speed-bump to increasing complexity that ensures models only grow as necessary to fit the funda...

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Bibliographic Details
Main Authors: Alexander B Boyd, James P Crutchfield, Mile Gu, Felix C Binder
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:New Journal of Physics
Subjects:
Online Access:https://doi.org/10.1088/1367-2630/addf71
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