Towards Continual Reinforcement Learning: A Review and Perspectives
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The following view on the non-stationarity assumes that the environment is stationary but the agent's perception of the environment changes after each action the agent takes:
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Degrees of non-stationarity is defined by how many elements of MDP are non-stationary:
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One of the following methods does not belong to explicit knowledge retention approach to continual RL:
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One of the following approaches to Continual RL targets catastrophic forgetting:
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