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- W3118752252 abstract "Abstract The expected free energy (EFE) is a central quantity in the theory of active inference. It is the quantity that all active inference agents are mandated to minimize through action, and its decomposition into extrinsic and intrinsic value terms is key to the balance of exploration and exploitation that active inference agents evince. Despite its importance, the mathematical origins of this quantity and its relation to the variational free energy (VFE) remain unclear. In this letter, we investigate the origins of the EFE in detail and show that it is not simply ”the free energy in the future.” We present a functional that we argue is the natural extension of the VFE but actively discourages exploratory behavior, thus demonstrating that exploration does not directly follow from free energy minimization into the future. We then develop a novel objective, the free energy of the expected future (FEEF), which possesses both the epistemic component of the EFE and an intuitive mathematical grounding as the divergence between predicted and desired futures." @default.
- W3118752252 created "2021-01-18" @default.
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- W3118752252 date "2021-02-01" @default.
- W3118752252 modified "2023-10-04" @default.
- W3118752252 title "Whence the Expected Free Energy?" @default.
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- W3118752252 doi "https://doi.org/10.1162/neco_a_01354" @default.
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