GENIE: learned quantum circuits as embedding impurity solvers, and why compactness, not correlation strength, decides when they work

Sample-based quantum diagonalization has been used as an impurity solver in density matrix embedding theory (DMET), but always with fixed-form circuits and without comparison to classical selection at the same subspace size. We introduce GENIE, a DMET impurity solver in which a generative transforme