GPUs significantly enhance the performance of nanoscale simulations by leveraging their parallel processing capabilities. Techniques like molecular dynamics simulations, which involve calculating the interactions between millions of atoms, are computationally intensive. GPUs can handle these vast calculations more efficiently than traditional CPUs, reducing the time required for simulations from weeks to days or even hours.