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Ruijia Zhang, Siliang Zeng, Chenliang Li, Alfredo Garcia, and Mingyi Hong provided a non-asymptotic convergence analysis for their neural Inverse Reinforcement Learning algorithm by utilizing the overparameterization of certain neural networks.

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