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Balancing exploration and exploitation with information and randomization
Explore-exploit decisions require us to trade off the benefits of exploring unknown options to
learn more about them, with exploiting known options, for immediate reward. Such decisions …
learn more about them, with exploiting known options, for immediate reward. Such decisions …
A primer on foraging and the explore/exploit trade-off for psychiatry research
Foraging is a fundamental behavior, and many types of animals appear to have solved
foraging problems using a shared set of mechanisms. Perhaps the most common foraging …
foraging problems using a shared set of mechanisms. Perhaps the most common foraging …
Computational noise in reward-guided learning drives behavioral variability in volatile environments
When learning the value of actions in volatile environments, humans often make seemingly
irrational decisions that fail to maximize expected value. We reasoned that these 'non …
irrational decisions that fail to maximize expected value. We reasoned that these 'non …
When the brain takes a break: A model-based analysis of mind wandering
Mind wandering is an ubiquitous phenomenon in everyday life. In the cognitive
neurosciences, mind wandering has been associated with several distinct neural processes …
neurosciences, mind wandering has been associated with several distinct neural processes …
[HTML][HTML] Rostrolateral prefrontal cortex and individual differences in uncertainty-driven exploration
How do individuals decide to act based on a rewarding status quo versus an unexplored
choice that might yield a better outcome? Recent evidence suggests that individuals may …
choice that might yield a better outcome? Recent evidence suggests that individuals may …
[HTML][HTML] Computation noise in human learning and decision-making: origin, impact, function
C Findling, V Wyart - Current Opinion in Behavioral Sciences, 2021 - Elsevier
Highlights•Computation noise drives human decision variability under uncertainty.•
Computation noise sets cognitive constraints on information processing.•Computation noise …
Computation noise sets cognitive constraints on information processing.•Computation noise …
Pharmacological fingerprints of contextual uncertainty
Successful interaction with the environment requires flexible updating of our beliefs about
the world. By estimating the likelihood of future events, it is possible to prepare appropriate …
the world. By estimating the likelihood of future events, it is possible to prepare appropriate …
Acetylcholine and noradrenaline enhance foraging optimality in humans
Foraging theory prescribes when optimal foragers should leave the current option for more
rewarding alternatives. Actual foragers often exploit options longer than prescribed by the …
rewarding alternatives. Actual foragers often exploit options longer than prescribed by the …
Human complex exploration strategies are enriched by noradrenaline-modulated heuristics
An exploration-exploitation trade-off, the arbitration between sampling a lesser-known
against a known rich option, is thought to be solved using computationally demanding …
against a known rich option, is thought to be solved using computationally demanding …
Catecholaminergic regulation of learning rate in a dynamic environment
Adaptive behavior in a changing world requires flexibly adapting one's rate of learning to the
rate of environmental change. Recent studies have examined the computational …
rate of environmental change. Recent studies have examined the computational …