Variability in encoding precision accounts for visual short-term memory limitations

被引:396
作者
van den Berg, Ronald [1 ]
Shin, Hongsup [1 ]
Chou, Wen-Chuang [1 ]
George, Ryan [1 ,2 ]
Ma, Wei Ji [1 ]
机构
[1] Baylor Coll Med, Dept Neurosci, Houston, TX 77030 USA
[2] Rice Univ, Dept Computat & Appl Math, Houston, TX 77005 USA
关键词
working memory; Bayesian inference; attention; estimation; change localization; ATTENTION; CAPACITY; LIMITS; PERCEPTION; MODULATION; MECHANISMS; REFLECTS; NEURONS; MODELS; GAIN;
D O I
10.1073/pnas.1117465109
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
It is commonly believed that visual short-term memory (VSTM) consists of a fixed number of "slots" in which items can be stored. An alternative theory in which memory resource is a continuous quantity distributed over all items seems to be refuted by the appearance of guessing in human responses. Here, we introduce a model in which resource is not only continuous but also variable across items and trials, causing random fluctuations in encoding precision. We tested this model against previous models using two VSTM paradigms and two feature dimensions. Our model accurately accounts for all aspects of the data, including apparent guessing, and outperforms slot models in formal model comparison. At the neural level, variability in precision might correspond to variability in neural population gain and doubly stochastic stimulus representation. Our results suggest that VSTM resource is continuous and variable rather than discrete and fixed and might explain why subjective experience of VSTM is not all or none.
引用
收藏
页码:8780 / 8785
页数:6
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