Abstract: This note presents a (new) basic formula for sample-path-based estimates for performance gradients for Markov systems (called policy gradients in reinforcement learning literature). With ...

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This modification not only simplifies the optimization problem but also enables the derivation of an exact gradient formula, significantly improving the employment of gradient-based optimization ...