Neural Autoregressive Control Variates for the Quantum Monte Carlo Sign Problem

Bei Qiao, Lei Wang

We train a pair of autoregressive models to construct zero-mean control variates to mitigate the sign problem in quantum Monte Carlo simulations. The two autoregressive networks ar…