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cond-mat.dis-nn2026
The limits of interpretability in multiple linear regression
Anand Sharma, Chen Liu, Daniele Coslovich +1
Interpreting machine-learning models has attracted increasing attention, particularly in the physical sciences, where one often seeks to understand the underlying mechanisms rather…
cond-mat.dis-nn2024
Rényi complexity in mean-field disordered systems
Nina Javerzat, Eric Bertin, Misaki Ozawa
Configurational entropy, or complexity, plays a critical role in characterizing disordered systems such as glasses, yet its measurement often requires significant computational res…