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 …
adaptive decisions in the service of achieving the best possible outcomes in that …
[HTML][HTML] Neural mechanisms that make perceptual decisions flexible
Neural mechanisms of perceptual decision making have been extensively studied in
experimental settings that mimic stable environments with repeating stimuli, fixed rules, and …
experimental settings that mimic stable environments with repeating stimuli, fixed rules, and …
Mice alternate between discrete strategies during perceptual decision-making
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 …
consistent strategy to form decisions, or that decision-making strategies evolve slowly over …
[HTML][HTML] Confidence drives a neural confirmation bias
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 …
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 …
perceptual decision-making. These suboptimalities are routinely assumed to arise from …
The geometry of domain-general performance monitoring in the human medial frontal cortex
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 …
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
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 …
information available to them [1]. Such biases can originate from people's own decisions …
Neurocomputational mechanisms of prior-informed perceptual decision-making in humans
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 …
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
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 …
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
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 …
arousal systems are activated during such decisions. In previous work in humans, we found …