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 …

Computational models of adaptive behavior and prefrontal cortex

A Soltani, E Koechlin - Neuropsychopharmacology, 2022 - nature.com
The real world is uncertain, and while ever changing, it constantly presents itself in terms of
new sets of behavioral options. To attain the flexibility required to tackle these challenges …

Serotonin neurons modulate learning rate through uncertainty

CD Grossman, BA Bari, JY Cohen - Current Biology, 2022 - cell.com
Regulating how fast to learn is critical for flexible behavior. Learning about the
consequences of actions should be slow in stable environments, but accelerate when that …

How outcome uncertainty mediates attention, learning, and decision-making

IE Monosov - Trends in neurosciences, 2020 - cell.com
Animals and humans evolved sophisticated nervous systems that endowed them with the
ability to form internal-models or beliefs and make predictions about the future to survive and …

A brain network supporting social influences in human decision-making

L Zhang, J Gläscher - Science advances, 2020 - science.org
Humans learn from their own trial-and-error experience and observing others. However, it
remains unknown how brain circuits compute expected values when direct learning and …

Neural mechanisms underlying the hierarchical construction of perceived aesthetic value

K Iigaya, S Yi, IA Wahle, S Tanwisuth, L Cross… - Nature …, 2023 - nature.com
Little is known about how the brain computes the perceived aesthetic value of complex
stimuli such as visual art. Here, we used computational methods in combination with …

Multiple timescales of neural dynamics and integration of task-relevant signals across cortex

M Spitmaan, H Seo, D Lee… - Proceedings of the …, 2020 - National Acad Sciences
A long-lasting challenge in neuroscience has been to find a set of principles that could be
used to organize the brain into distinct areas with specific functions. Recent studies have …

Semi-orthogonal subspaces for value mediate a binding and generalization trade-off

WJ Johnston, JM Fine, SBM Yoo, RB Ebitz… - Nature …, 2024 - nature.com
When choosing between options, we must associate their values with the actions needed to
select them. We hypothesize that the brain solves this binding problem through neural …

Momentary subjective well-being depends on learning and not reward

B Blain, RB Rutledge - Elife, 2020 - elifesciences.org
Subjective well-being or happiness is often associated with wealth. Recent studies suggest
that momentary happiness is associated with reward prediction error, the difference between …

The rat frontal orienting field dynamically encodes value for economic decisions under risk

C Bao, X Zhu, J Mōller-Mara, J Li, S Dubroqua… - Nature …, 2023 - nature.com
Frontal and parietal cortex are implicated in economic decision-making, but their causal
roles are untested. Here we silenced the frontal orienting field (FOF) and posterior parietal …