cond-mat.str-el · 2026-05-27 · No. 10
Strongly Correlated Electrons, 2026-05-27.
1 new papers in cond-mat.str-el. Titles, authors,
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01 — The papers
1 entries-
01
Neural Autoregressive Control Variates for the Quantum Monte Carlo Sign Problem
Bei Qiao, Lei Wang
cond-mat.str-el · cs.LG · physics.comp-ph
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 are confined to the positive- and negative-sign sectors with strictly disjoint support, and each is exactly normalized over its sector. Their difference is therefore structurally zero-mean, providing an unbiased auxiliary observable whose correlation with the sign...
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