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Response outcomes gate the impact of expectations on perceptual decisions

Psychology

Response outcomes gate the impact of expectations on perceptual decisions

A. Hermoso-mendizabal, A. Hyafil, et al.

This fascinating study reveals how expectations influence perceptual decisions, showcasing the adaptability of rats in response to varying stimulus probabilities. Conducted by Ainhoa Hermoso-Mendizabal and colleagues, the research highlights a remarkable transition bias in decision-making deeply tied to reward feedback and previous outcomes.... show more
Abstract
Perceptual decisions are based on sensory information but can also be influenced by expectations built from recent experiences. Can the impact of expectations be flexibly modulated based on the outcome of previous decisions? Here, rats perform an auditory task where the probability to repeat the previous stimulus category is varied in trial-blocks. All rats capitalize on these sequence correlations by exploiting a transition bias: a tendency to repeat or alternate their previous response using an internal estimate of the sequence repeating probability. Surprisingly, this bias is null after error trials. The internal estimate however is not reset and it becomes effective again after the next correct response. This behavior is captured by a generative model, whereby a reward-driven modulatory signal gates the impact of the latent model of the environment on the current decision. These results demonstrate that, based on previous outcomes, rats flexibly modulate how expectations influence their decisions.
Publisher
Nature Communications
Published On
Feb 26, 2020
Authors
Ainhoa Hermoso-Mendizabal, Alexandre Hyafil, Pavel E. Rueda-Orozco, Santiago Jaramillo, David Robbe, Jaime de la Rocha
Tags
perceptual decisions
sensory information
expectations
reward-driven signal
decision outcomes
auditory task
rats
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