Believing in dopamine

SJ Gershman, N Uchida - Nature Reviews Neuroscience, 2019 - nature.com
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 …

The algorithmic architecture of exploration in the human brain

E Schulz, SJ Gershman - Current opinion in neurobiology, 2019 - Elsevier
Highlights•Humans use uncertainty-based algorithms to balance exploration and
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 …

Computational mechanisms of curiosity and goal-directed exploration

P Schwartenbeck, J Passecker, TU Hauser… - elife, 2019 - elifesciences.org
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 …

Generalization guides human exploration in vast decision spaces

CM Wu, E Schulz, M Speekenbrink, JD Nelson… - Nature human …, 2018 - nature.com
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 …

[HTML][HTML] The seductive lure of curiosity: Information as a motivationally salient reward

L FitzGibbon, JKL Lau, K Murayama - Current Opinion in Behavioral …, 2020 - Elsevier
Highlights•Curiosity is a powerful motivator of information-seeking behavior.•People risk
negative experiences to satisfy curiosity.•Empirical evidence reveals parallels between …

Time pressure changes how people explore and respond to uncertainty

CM Wu, E Schulz, TJ Pleskac, M Speekenbrink - Scientific reports, 2022 - nature.com
How does time pressure influence exploration and decision-making? We investigated this
question with several four-armed bandit tasks manipulating (within subjects) expected …

Unifying principles of generalization: past, present, and future

CM Wu, B Meder, E Schulz - Annual Review of Psychology, 2024 - annualreviews.org
Generalization, defined as applying limited experiences to novel situations, represents a
cornerstone of human intelligence. Our review traces the evolution and continuity of …

Development of directed and random exploration in children

B Meder, CM Wu, E Schulz… - Developmental science, 2021 - Wiley Online Library
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 …

Common neural code for reward and information value

K Kobayashi, M Hsu - Proceedings of the National Academy of Sciences, 2019 - pnas.org
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 …