Figure 1. Schematic diagram of the overall workflow of physical embedding machine learning force field: including high-order isovariant models, physical knowledge-guided adaptive bond length sampling ...

In chemical learning, a molecule is encoded in a computable format to develop quantitative structure-activity or structure-property relationships (QSAR or QSPR) by a machine learning model. A molecule ...

As a pivotal branch of machine learning, manifold learning uncovers the intrinsic low-dimensional structure within complex non-linear manifolds in high-dimensional space for visualization, ...

We are no longer merely observing the dawn of the Machine Learning (ML) era; we are residing in its midday sun. For the ...