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Quantifying Reinforcement-Learning Agent’s Autonomy, Reliance on Memory and Internalisation of the Environment
Intuitively, the level of autonomy of an agent is related to the degree to which the agent’s goals and behaviour are decoupled from the immediate control by the environment. Here, we capitalise on a recent information-theoretic formulation of autonomy and introduce an algorithm for calculating auton...
Autores principales: | Ingel, Anti, Makkeh, Abdullah, Corcoll, Oriol, Vicente, Raul |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947692/ https://www.ncbi.nlm.nih.gov/pubmed/35327912 http://dx.doi.org/10.3390/e24030401 |
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