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They try to maximize reward in the long run by identifying optimal actions.
Since ∂〈rt|at〉/∂wj≠0, the matching strategy does not maximize reward in this task.
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Simulations of networks of these neurons will be necessary to test whether the abstract goal of minimizing uncertainty about future reward really is sufficient for maximizing reward in the concrete sense that has been the standard of most past work.
Thank you for sending your work entitled "Tuning the speed-accuracy trade-off to maximize reward rate in multisensory decision-making" for consideration at eLife.
In order to maximize reward, the brain has to explore the correct dependence of the reward probability on the past choices.
Nevertheless, animals often exhibit matching behavior in a variety of decision-making tasks[6] [9], even if such behavior does not necessarily maximize reward.
Commercial foods are professionally designed to maximize reward, because reward is precisely what keeps you coming back for more.
Solid: data; dashed: model with parametric bound tuned to maximize reward rate.
Unless otherwise noted, we used a variant of the modified diffusion model described in Drugowitsch et al. (2014) to fit the subjects' behavior, and we tuned its parameters to maximize reward rates.
Specifically, that the anterior electrodes are more closely related to a general tendency to experience increased anxiety, while the more dorsal electrodes are more closely related to variables that may impact response selection, such as increased appetitive drive which would presumably spurn greater focus on immediate response selection in order to maximize rewards.
Humans are also born with a very large prefrontal cortex, a higher brain region involved in planning that taps into an ancient system for predicting what is rewarding and making decisions to maximize rewards and avoid punishments.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com