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Constrained min-max optimization just caught up to its unconstrained counterpart: the long-standing $\widetilde{O}(\varepsilon^{-4})$ stochastic complexity bound for natural residuals collapses down to optimal $\widetilde{O}(\varepsilon^{-2})$.
