We introduce Stability-Aware Boltzmann Estimator (StABlE) Training for Machine Learning Force Fields (MLFFs), which enables refinement of MLFFs using system observables (obtained via high-fidelity ...

Abstract: Although there have been many decades of research and commercial presence on high performance general purpose processors, there are still many applications that require fully customized ...

Abstract: In this paper, we study a model that we call Gaussian-Bernoulli deep Boltzmann machine (GDBM) and discuss potential improvements in training the model. GDBM is designed to be applicable to ...

A zero-dependency (except serde) Rust crate that brings the mathematical framework of statistical mechanics to computational agents. Temperature-controlled ...

More than a century of psychological research has assumed that, given constrained resources for storing information, learning should happen through forgetting most things but hanging onto only key ...

Discover why some stars shine blue, white, orange or red and what those colors tell us about the cosmos. When you purchase through links on our site, we may earn an affiliate commission. Here’s how it ...

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