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After fifteen years of algorithmic trade-offs, the quantum linear systems problem is finally solved with a provably tight query complexity of $\Theta(\kappa \sqrt{d}\log(1/\varepsilon))$.
Larger parameterized quantum circuits can enhance generalization performance, defying traditional expectations of model degradation.
