Perceptual decision making in rodents, monkeys, and humans
TD Hanks, C Summerfield - Neuron, 2017 - cell.com
Perceptual decision making is the process by which animals detect, discriminate, and
categorize information from the senses. Over the past two decades, understanding how …
categorize information from the senses. Over the past two decades, understanding how …
On second thoughts: changes of mind in decision-making
The ability to change initial decisions in the face of new or potentially conflicting information
is fundamental to adaptive behavior. From perceptual tasks to multiple-choice tests …
is fundamental to adaptive behavior. From perceptual tasks to multiple-choice tests …
Deconstructing the human algorithms for exploration
SJ Gershman - Cognition, 2018 - Elsevier
The dilemma between information gathering (exploration) and reward seeking (exploitation)
is a fundamental problem for reinforcement learning agents. How humans resolve this …
is a fundamental problem for reinforcement learning agents. How humans resolve this …
Efficient coding of subjective value
Preference-based decisions are essential for survival, for instance, when deciding what we
should (not) eat. Despite their importance, preference-based decisions are surprisingly …
should (not) eat. Despite their importance, preference-based decisions are surprisingly …
Confidence in value-based choice
Decisions are never perfect, with confidence in one's choices fluctuating over time. How
subjective confidence and valuation of choice options interact at the level of brain and …
subjective confidence and valuation of choice options interact at the level of brain and …
A reinforcement learning diffusion decision model for value-based decisions
Psychological models of value-based decision-making describe how subjective values are
formed and mapped to single choices. Recently, additional efforts have been made to …
formed and mapped to single choices. Recently, additional efforts have been made to …
Dopaminergic and prefrontal basis of learning from sensory confidence and reward value
Deciding between stimuli requires combining their learned value with one's sensory
confidence. We trained mice in a visual task that probes this combination. Mouse choices …
confidence. We trained mice in a visual task that probes this combination. Mouse choices …
Simultaneous modeling of visual saliency and value computation improves predictions of economic choice
RB Towal, M Mormann, C Koch - Proceedings of the …, 2013 - National Acad Sciences
Many decisions we make require visually identifying and evaluating numerous alternatives
quickly. These usually vary in reward, or value, and in low-level visual properties, such as …
quickly. These usually vary in reward, or value, and in low-level visual properties, such as …
Adaptable history biases in human perceptual decisions
When making choices under conditions of perceptual uncertainty, past experience can play
a vital role. However, it can also lead to biases that worsen decisions. Consistent with …
a vital role. However, it can also lead to biases that worsen decisions. Consistent with …
Neural oscillations and synchronization differentially support evidence accumulation in perceptual and value-based decision making
Organisms make two types of decisions on a regular basis. Perceptual decisions are
determined by objective states of the world (eg, melons are bigger than apples), whereas …
determined by objective states of the world (eg, melons are bigger than apples), whereas …