Explaining dopamine through prediction errors and beyond
The most influential account of phasic dopamine holds that it reports reward prediction
errors (RPEs). The RPE-based interpretation of dopamine signaling is, in its original form …
errors (RPEs). The RPE-based interpretation of dopamine signaling is, in its original form …
Synaptic plasticity forms and functions
Synaptic plasticity, the activity-dependent change in neuronal connection strength, has long
been considered an important component of learning and memory. Computational and …
been considered an important component of learning and memory. Computational and …
Reinforcement learning, fast and slow
Deep reinforcement learning (RL) methods have driven impressive advances in artificial
intelligence in recent years, exceeding human performance in domains ranging from Atari to …
intelligence in recent years, exceeding human performance in domains ranging from Atari to …
On what motivates us: a detailed review of intrinsic v. extrinsic motivation
Motivational processes underlie behaviors that enrich the human experience, and
impairments in motivation are commonly observed in psychiatric illness. While motivated …
impairments in motivation are commonly observed in psychiatric illness. While motivated …
What does dopamine mean?
JD Berke - Nature neuroscience, 2018 - nature.com
Dopamine is a critical modulator of both learning and motivation. This presents a problem:
how can target cells know whether increased dopamine is a signal to learn or to move? It is …
how can target cells know whether increased dopamine is a signal to learn or to move? It is …
Striatal circuits for reward learning and decision-making
The striatum is essential for learning which actions lead to reward and for implementing
those actions. Decades of experimental and theoretical work have led to several influential …
those actions. Decades of experimental and theoretical work have led to several influential …
Dopamine: the neuromodulator of long-term synaptic plasticity, reward and movement control
Dopamine (DA) is a key neurotransmitter involved in multiple physiological functions
including motor control, modulation of affective and emotional states, reward mechanisms …
including motor control, modulation of affective and emotional states, reward mechanisms …
Dopamine and cognitive control in prefrontal cortex
Cognitive control, the ability to orchestrate behavior in accord with our goals, depends on
the prefrontal cortex. These cognitive functions are heavily influenced by the …
the prefrontal cortex. These cognitive functions are heavily influenced by the …
Prefrontal cortex as a meta-reinforcement learning system
Over the past 20 years, neuroscience research on reward-based learning has converged on
a canonical model, under which the neurotransmitter dopamine 'stamps in'associations …
a canonical model, under which the neurotransmitter dopamine 'stamps in'associations …
The unreasonable effectiveness of deep learning in artificial intelligence
TJ Sejnowski - Proceedings of the National Academy of …, 2020 - National Acad Sciences
Deep learning networks have been trained to recognize speech, caption photographs, and
translate text between languages at high levels of performance. Although applications of …
translate text between languages at high levels of performance. Although applications of …