The computational roots of positivity and confirmation biases in reinforcement learning
S Palminteri, M Lebreton - Trends in Cognitive Sciences, 2022 - cell.com
Humans do not integrate new information objectively: outcomes carrying a positive affective
value and evidence confirming one's own prior belief are overweighed. Until recently …
value and evidence confirming one's own prior belief are overweighed. Until recently …
Mood as representation of momentum
Experiences affect mood, which in turn affects subsequent experiences. Recent studies
suggest two specific principles. First, mood depends on how recent reward outcomes differ …
suggest two specific principles. First, mood depends on how recent reward outcomes differ …
A distributional code for value in dopamine-based reinforcement learning
Since its introduction, the reward prediction error theory of dopamine has explained a wealth
of empirical phenomena, providing a unifying framework for understanding the …
of empirical phenomena, providing a unifying framework for understanding the …
The primacy of behavioral research for understanding the brain.
Y Niv - Behavioral Neuroscience, 2021 - psycnet.apa.org
Understanding the brain requires us to answer both what the brain does, and how it does it.
Using a series of examples, I make the case that behavior is often more useful than …
Using a series of examples, I make the case that behavior is often more useful than …
Reinforcement learning in multidimensional environments relies on attention mechanisms
In recent years, ideas from the computational field of reinforcement learning have
revolutionized the study of learning in the brain, famously providing new, precise theories of …
revolutionized the study of learning in the brain, famously providing new, precise theories of …
Interactions between the nucleus accumbens and auditory cortices predict music reward value
VN Salimpoor, I Van Den Bosch, N Kovacevic… - Science, 2013 - science.org
We used functional magnetic resonance imaging to investigate neural processes when
music gains reward value the first time it is heard. The degree of activity in the mesolimbic …
music gains reward value the first time it is heard. The degree of activity in the mesolimbic …
Forming beliefs: Why valence matters
One of the most salient attributes of information is valence: whether a piece of news is good
or bad. Contrary to classic learning theories, which implicitly assume beliefs are adjusted …
or bad. Contrary to classic learning theories, which implicitly assume beliefs are adjusted …
Dopamine-independent effect of rewards on choices through hidden-state inference
M Blanco-Pozo, T Akam, ME Walton - Nature Neuroscience, 2024 - nature.com
Dopamine is implicated in adaptive behavior through reward prediction error (RPE) signals
that update value estimates. There is also accumulating evidence that animals in structured …
that update value estimates. There is also accumulating evidence that animals in structured …
Reinforcement learning across development: What insights can we draw from a decade of research?
K Nussenbaum, CA Hartley - Developmental cognitive neuroscience, 2019 - Elsevier
The past decade has seen the emergence of the use of reinforcement learning models to
study developmental change in value-based learning. It is unclear, however, whether these …
study developmental change in value-based learning. It is unclear, however, whether these …
Behavioural and neural characterization of optimistic reinforcement learning
When forming and updating beliefs about future life outcomes, people tend to consider good
news and to disregard bad news. This tendency is assumed to support the optimism bias …
news and to disregard bad news. This tendency is assumed to support the optimism bias …