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The role of reinforcement learning in perceptual decision-making
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Evidence accumulation is an important core component of perceptual
decision-making that allows organisms to mitigate the e ects of environmental
uncertainty by combining information in time. Simple theoretical
models of evidence accumulation have been successful in critical aspects of
performance in psychophysical tasks, capturing the inter-dependence between
accuracy and reaction time (RT). Yet substantial ambiguity remains
concerning key features of this class of models.(...)