Advances in modeling learning and decision-making in neuroscience

AGE Collins, A Shenhav - Neuropsychopharmacology, 2022 - nature.com
An organism's survival depends on its ability to learn about its environment and to make
adaptive decisions in the service of achieving the best possible outcomes in that …

[HTML][HTML] Neural mechanisms that make perceptual decisions flexible

G Okazawa, R Kiani - Annual review of physiology, 2023 - annualreviews.org
Neural mechanisms of perceptual decision making have been extensively studied in
experimental settings that mimic stable environments with repeating stimuli, fixed rules, and …

Mice alternate between discrete strategies during perceptual decision-making

ZC Ashwood, NA Roy, IR Stone… - Nature …, 2022 - nature.com
Classical models of perceptual decision-making assume that subjects use a single,
consistent strategy to form decisions, or that decision-making strategies evolve slowly over …

[HTML][HTML] Confidence drives a neural confirmation bias

M Rollwage, A Loosen, TU Hauser, R Moran… - Nature …, 2020 - nature.com
A prominent source of polarised and entrenched beliefs is confirmation bias, where
evidence against one's position is selectively disregarded. This effect is most starkly evident …

[HTML][HTML] Trial-history biases in evidence accumulation can give rise to apparent lapses in decision-making

D Gupta, B DePasquale, CD Kopec… - Nature communications, 2024 - nature.com
Trial history biases and lapses are two of the most common suboptimalities observed during
perceptual decision-making. These suboptimalities are routinely assumed to arise from …

The geometry of domain-general performance monitoring in the human medial frontal cortex

Z Fu, D Beam, JM Chung, CM Reed, AN Mamelak… - Science, 2022 - science.org
Controlling behavior to flexibly achieve desired goals depends on the ability to monitor one's
own performance. It is unknown how performance monitoring can be both flexible, to support …

[HTML][HTML] Confirmation bias through selective overweighting of choice-consistent evidence

BC Talluri, AE Urai, K Tsetsos, M Usher, TH Donner - Current Biology, 2018 - cell.com
People's assessments of the state of the world often deviate systematically from the
information available to them [1]. Such biases can originate from people's own decisions …

Neurocomputational mechanisms of prior-informed perceptual decision-making in humans

SP Kelly, EA Corbett, RG O'Connell - Nature Human Behaviour, 2021 - nature.com
To interact successfully with diverse sensory environments, we must adapt our decision
processes to account for time constraints and prior probabilities. The full set of decision …

[HTML][HTML] Slow drift of neural activity as a signature of impulsivity in macaque visual and prefrontal cortex

BR Cowley, AC Snyder, K Acar, RC Williamson… - Neuron, 2020 - cell.com
An animal's decision depends not only on incoming sensory evidence but also on its
fluctuating internal state. This state embodies multiple cognitive factors, such as arousal and …

[HTML][HTML] Pupil-linked phasic arousal predicts a reduction of choice bias across species and decision domains

JW de Gee, K Tsetsos, L Schwabe, AE Urai… - Elife, 2020 - elifesciences.org
Decisions are often made by accumulating ambiguous evidence over time. The brain's
arousal systems are activated during such decisions. In previous work in humans, we found …