3 papers
Information maximization for a broad variety of multi-armed bandit games
Alex Barbier-Chebbah, Christian L. Vestergaard, Jean-Baptiste Masson
Information and free-energy maximization are physics principles that provide general rules for an agent to optimize actions in line with specific goals and policies. These principl…
Approximate information maximization for bandit games
Alex Barbier-Chebbah, Christian L. Vestergaard, Jean-Baptiste Masson +1
Entropy maximization and free energy minimization are general physical principles for modeling the dynamics of various physical systems. Notable examples include modeling decision-…
Approximate information for efficient exploration-exploitation strategies
Alex Barbier-Chebbah, Christian L. Vestergaard, Jean-Baptiste Masson
This paper addresses the exploration-exploitation dilemma inherent in decision-making, focusing on multi-armed bandit problems. The problems involve an agent deciding whether to ex…