A new framework, DSO, unifies policy gradients, natural gradients, Hessians, and proximal methods by optimizing an autonomous Markov chain rather than an MDP with actions.
Amari, Natural Gradient Works Efficiently in Learning
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Dynamical System Optimization
A new framework, DSO, unifies policy gradients, natural gradients, Hessians, and proximal methods by optimizing an autonomous Markov chain rather than an MDP with actions.