Empowering deep neural quantum states through efficient optimization

A Chen, M Heyl - Nature Physics, 2024 - nature.com
Computing the ground state of interacting quantum matter is a long-standing challenge,
especially for complex two-dimensional systems. Recent developments have highlighted the …

Efficient Optimization of Variational Autoregressive Networks with Natural Gradient

J Liu, Y Tang, P Zhang - arxiv preprint arxiv:2409.20029, 2024 - arxiv.org
Estimating free energy is a fundamental problem in statistical mechanics. Recently, machine-
learning-based methods, particularly the variational autoregressive networks (VANs), have …