Improving Deep Learning With a Little Help From Physics

Improving Deep Learning With a Little Help From Physics

When she was 10 years old, Rose Yu got a birthday present that would change her life — and, potentially, the way we study physics. Her uncle got her a computer. That was a rare commodity in China 25 years ago, and the gift did not go unused. At first, Yu mainly played computer games, but in middle school she won an award for web design. It was the first of many computer-related honors. Source

Combining Physics-Based Potentials With Machine Learning Enhances Force Field Robustness

A novel hybrid machine learning force field framework integrates empirical short-range repulsion with data-driven methods to enhance the accuracy and efficiency of molecular dynamics simulations, particularly in solid electrolytes like LLZO, by addressing limitations in conventional MLFFs.