Quantum Speedups for Log-Concave Sampling from Local Structure
If each coordinate appears in only a small number of clauses, there is a quantum algorithm for strongly log-concave sampling using local queries using $\widetilde{O}(\sqrt{\kappa}d)$ local queries, where $\kappa$ is the condition number.