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The crucial point is that this provides an account of goal-directed behavior that does not appeal to the mental representation of goals.
The HTA was preferred by participants for discussing their work with a colleague, suggesting that the representation of goals in the HTA is important in providing context and enabling people with similar levels of expertise to improve the system.
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Our results suggested that NAcc contained rich representation of goal information during goal-approaching behavior.
The result of our neurophysiology study suggested that there is a hetereogeneous and rich representation of goal information in the NAcc during goal-approach behavior.
A challenge in this regard was to match the neural representation of goal in the brain with the mathematical definition of goal in the IA.
We adopted an Actor-Critic method for the implementation of S-BMI because it was a goal-driven architecture that had separate structures for representation of goal (Critic) and action (Actor).
Our neurophysiology studies in rat models suggested that Nucleus Accumbens (NAcc) contained a rich representation of goal information in terms of predicting the probability of earning reward and it could be translated into an evaluative feedback for adaptation of the decoder with high precision.
Other useful tools at this stage included the work sheet entitled "Coming up with the goals" included in the G-AP record (see Additional file 3) and using a blank sheet of paper to develop a visual representation of goal priority areas.
In this work, we develop and study additional techniques for learning representations of goals.
Underlying this paradigm is the assumption that infants' encoding of the goal of actions repeatedly witnessed during habituation or familiarization can guide representations of goals and actions in a different context.
The representation of those goals in the hierarchical structure of the HTA is therefore important, especially if communicating with others who understand those goals.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com