A Unified Framework for Resource-Bounded Autonomous Agents Interacting with Unknown Environments

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Thermodynamics as a theory of decision-making with information-processing costs (2012, methodology): “These three properties enforce a strict correspondence between probabilities and transformation costs [18, 19].”
Information-Theoretic Bounded Rationality (2015, background): “In agent design, it became especially apparent more recently, as we continue to struggle in tackling problems of moderate complexity in spite of our deeper understanding of the planning problem [Duﬀ, 2002, Hutter, 2004, Legg, 2008, Ortega, 2011] and the vast computing power available to us.”