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We solve multidimensional SDEs with distributional drift driven by symmetric, -stable L'evy processes for by studying the associated (singular) martingale problem and by solving the Kolmogorov backward equation. We allow for drifts of regularity , and in particular we go beyond the by now well understood “Young regime”, where the drift must have better regularity than . The analysis of the Kolmogorov backward equation in the low regularity regime is based on paracontrolled distributions. As an application of our results we construct a Brox diffusion with L'evy noise. Keywords: Singular diffusions, stable L'evy noise, distributional drift, paracontrolled distributions, Brox diffusion

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