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  • title: Two-for-one: Diffusion Models and Force Fields for Coarse-Grained Molecular Dynamics
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            Two-for-one: Diffusion Models and Force Fields for Coarse-Grained Molecular Dynamics
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            Two-for-one: Diffusion Models and Force Fields for Coarse-Grained Molecular Dynamics

            Jul 28, 2023

            Speakers

            RVdB

            Rianne Van den Berg

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            MA

            Marloes Arts

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            VGS

            Victor Garcia Satorras

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            About

            In this work I will cover work from the Microsoft Research AI4Science team on the use of score-based generative modeling for coarse-graining (CG) molecular dynamics simulations. By training a diffusion model on protein structures from molecular dynamics simulations we show that its score function approximates a force field that can directly be used to simulate CG molecular dynamics. While having a vastly simplified training setup compared to previous work, we demonstrate that our approach leads…

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