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We prove the existence and uniqueness of a classical solution to a multidimensional non-potential stochastic Burgers equation with H"older continuous initial data. Our motivation is the adhesion model in the theory of formation of the large-scale structure of the universe. Importantly, we drop the assumption on the potentiality of the velocity flow that has been questioned in physics literature.

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