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Believing in dopamine
Midbrain dopamine signals are widely thought to report reward prediction errors that drive
learning in the basal ganglia. However, dopamine has also been implicated in various …
learning in the basal ganglia. However, dopamine has also been implicated in various …
The algorithmic architecture of exploration in the human brain
Highlights•Humans use uncertainty-based algorithms to balance exploration and
exploitation.•Humans utilize structure in the state space to make exploration more …
exploitation.•Humans utilize structure in the state space to make exploration more …
Deconstructing the human algorithms for exploration
SJ Gershman - Cognition, 2018 - Elsevier
The dilemma between information gathering (exploration) and reward seeking (exploitation)
is a fundamental problem for reinforcement learning agents. How humans resolve this …
is a fundamental problem for reinforcement learning agents. How humans resolve this …
Computational mechanisms of curiosity and goal-directed exploration
Successful behaviour depends on the right balance between maximising reward and
soliciting information about the world. Here, we show how different types of information-gain …
soliciting information about the world. Here, we show how different types of information-gain …
Generalization guides human exploration in vast decision spaces
From foraging for food to learning complex games, many aspects of human behaviour can
be framed as a search problem with a vast space of possible actions. Under finite search …
be framed as a search problem with a vast space of possible actions. Under finite search …
[HTML][HTML] The seductive lure of curiosity: Information as a motivationally salient reward
Highlights•Curiosity is a powerful motivator of information-seeking behavior.•People risk
negative experiences to satisfy curiosity.•Empirical evidence reveals parallels between …
negative experiences to satisfy curiosity.•Empirical evidence reveals parallels between …
Time pressure changes how people explore and respond to uncertainty
How does time pressure influence exploration and decision-making? We investigated this
question with several four-armed bandit tasks manipulating (within subjects) expected …
question with several four-armed bandit tasks manipulating (within subjects) expected …
Unifying principles of generalization: past, present, and future
Generalization, defined as applying limited experiences to novel situations, represents a
cornerstone of human intelligence. Our review traces the evolution and continuity of …
cornerstone of human intelligence. Our review traces the evolution and continuity of …
Development of directed and random exploration in children
Are young children just random explorers who learn serendipitously? Or are even young
children guided by uncertainty‐directed sampling, seeking to explore in a systematic …
children guided by uncertainty‐directed sampling, seeking to explore in a systematic …
Common neural code for reward and information value
Adaptive information seeking is critical for goal-directed behavior. Growing evidence
suggests the importance of intrinsic motives such as curiosity or need for novelty, mediated …
suggests the importance of intrinsic motives such as curiosity or need for novelty, mediated …