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Reinforcement-learning in fronto-striatal circuits
We review the current state of knowledge on the computational and neural mechanisms of
reinforcement-learning with a particular focus on fronto-striatal circuits. We divide the …
reinforcement-learning with a particular focus on fronto-striatal circuits. We divide the …
Hypothalamic interactions with large-scale neural circuits underlying reinforcement learning and motivated behavior
Biological agents adapt behavior to support the survival needs of the individual and the
species. In this review we outline the anatomical, physiological, and computational …
species. In this review we outline the anatomical, physiological, and computational …
[HTML][HTML] Prefrontal cortex predicts state switches during reversal learning
Reinforcement learning allows organisms to predict future outcomes and to update their
beliefs about value in the world. The dorsal-lateral prefrontal cortex (dlPFC) integrates …
beliefs about value in the world. The dorsal-lateral prefrontal cortex (dlPFC) integrates …
Orbitofrontal circuits control multiple reinforcement-learning processes
Adaptive decision making in dynamic environments requires multiple reinforcement-learning
steps that may be implemented by dissociable neural circuits. Here, we used a novel …
steps that may be implemented by dissociable neural circuits. Here, we used a novel …
Subcortical substrates of explore-exploit decisions in primates
The explore-exploit dilemma refers to the challenge of deciding when to forego immediate
rewards and explore new opportunities that could lead to greater rewards in the future …
rewards and explore new opportunities that could lead to greater rewards in the future …
Individuals with adverse childhood experiences explore less and underweight reward feedback
Adverse childhood experiences (ACEs) are extreme stressors that lead to negative
psychosocial outcomes in adulthood. Nonhuman animals explore less after exposure to …
psychosocial outcomes in adulthood. Nonhuman animals explore less after exposure to …
Trajectory smoothing method using reinforcement learning for computer numerical control machine tools
B Li, H Zhang, P Ye, J Wang - Robotics and Computer-Integrated …, 2020 - Elsevier
Tool-path codes output by computer-aided manufacturing software for high-speed
machining are composed of discontinuous G01 line segments. The discontinuity of these …
machining are composed of discontinuous G01 line segments. The discontinuity of these …
Ventral frontostriatal circuitry mediates the computation of reinforcement from symbolic gains and losses
Reinforcement learning (RL), particularly in primates, is often driven by symbolic outcomes.
However, it is usually studied with primary reinforcers. To examine the neural mechanisms …
However, it is usually studied with primary reinforcers. To examine the neural mechanisms …
Differential coding of goals and actions in ventral and dorsal corticostriatal circuits during goal-directed behavior
Goal-directed behavior requires identifying objects in the environment that can satisfy
internal needs and executing actions to obtain those objects. The current study examines …
internal needs and executing actions to obtain those objects. The current study examines …
Anterior cingulate cortex causally supports flexible learning under motivationally challenging and cognitively demanding conditions
Anterior cingulate cortex (ACC) and striatum (STR) contain neurons encoding not only the
expected values of actions, but also the value of stimulus features irrespective of actions …
expected values of actions, but also the value of stimulus features irrespective of actions …