104 citations · 543 across the 19 of their papers we have counts for
Showing 2017Show all
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cond-mat.soft2017★ 85 cited
Quantifying hidden order out of equilibrium
Stefano Martiniani, Paul M. Chaikin, Dov Levine
While the equilibrium properties, states, and phase transitions of interacting systems are well described by statistical mechanics, the lack of suitable state parameters has hinder…
stat.ML2017★ 104 cited
Perspective: Energy Landscapes for Machine Learning
Andrew J. Ballard, Ritankar Das, Stefano Martiniani +4
Machine learning techniques are being increasingly used as flexible non-linear fitting and prediction tools in the physical sciences. Fitting functions that exhibit multiple soluti…