Reinforcement Learning in Non-Stationary Environments

When the agent's state is an image, the explanation of its decision can be done with saliency maps of pixels [10] or objects [13], but also in a counterfactual.







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There are number of ways to linearly parameterize an MDP such that it permits for efficient reinforcement learning. (both statistically and computationally) ...
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