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20062026
most citedUniform error estimates for artificial neural network approximations for heat equations

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math.OC2022★ 1 cited

Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime

Bekzhan Kerimkulov, James-Michael Leahy, David Šiška +1

We study the global convergence of policy gradient for infinite-horizon, continuous state and action space, and entropy-regularized Markov decision processes (MDPs). We consider a…