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Model-Free Algorithm and Regret Analysis for MDPs with Long-Term Constraints
In the optimization of dynamical systems, the variables typically have c...
06/10/2020 ∙ by Qinbo Bai, et al. ∙
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Model-Free Algorithm and Regret Analysis for MDPs with Peak Constraints
In the optimization of dynamic systems, the variables typically have con...
03/11/2020 ∙ by Qinbo Bai, et al. ∙
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Escaping Saddle Points for Zeroth-order Nonconvex Optimization using Estimated Gradient Descent
Gradient descent and its variants are widely used in machine learning. H...
10/03/2019 ∙ by Qinbo Bai, et al. ∙
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