18 citations · 37 across the 8 of their papers we have counts for
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cond-mat.stat-mech2023★ 9 cited
Enhanced Sampling with Machine Learning: A Review
Shams Mehdi, Zachary Smith, Lukas Herron +2
Molecular dynamics (MD) enables the study of physical systems with excellent spatiotemporal resolution but suffers from severe time-scale limitations. To address this, enhanced sam…
cond-mat.stat-mech2022★ 8 cited
Thermodynamics-inspired Explanations of Artificial Intelligence
Shams Mehdi, Pratyush Tiwary
In recent years, predictive machine learning methods have gained prominence in various scientific domains. However, due to their black-box nature, it is essential to establish trus…