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Credit Assignment

All articles tagged with #credit assignment

Dendrites Carry Tailored Teaching Signals for Brain Learning
neuroscience3 hours ago

Dendrites Carry Tailored Teaching Signals for Brain Learning

A Nature study using a neurofeedback brain–computer interface in mice shows distal dendrites of layer-5 cortical neurons carry vectorized, neuron-specific teaching signals that encode reward and task error separate from somatic activity. These somato-dendritic residuals predict learning, and disrupting dendritic signals (via anaesthesia or layer-1 interneuron activation) impairs learning, providing the first biological evidence for a vectorized credit-assignment mechanism in the brain that parallels ideas from artificial learning systems.

neuroscience2 years ago

"Unraveling the Role of Dynamic Behaviour Restructuring in Dopamine-Dependent Credit Assignment"

Researchers have discovered that dopamine release plays a crucial role in reinforcing reward-producing actions. Using a self-stimulation paradigm, they found that dopamine self-stimulation dynamically reshapes the entire behavioral repertoire. Initial stimulations not only reinforced the target action but also similar actions and those occurring shortly before stimulation. Through repeated pairings, the behavioral repertoire gradually refined to focus on the target action. The study also revealed temporal dependencies in the refinement of action sequences. This retrospective reinforcement mechanism allows for the assignment of credit to specific actions and action sequences that lead to dopamine release.