Как мы учимся. Почему мозг учится лучше, чем любая машина… пока

Wilhelm, I., Rose, M., Imhof, K. I., Rasch, B., Büchel, C., & Born, J. (2013). The sleeping child outplays the adult’s capacity to convert implicit into explicit knowledge. Nature Neuroscience, 16(4), 391–393.

Wills, T. J., Cacucci, F., Burgess, N., & O’Keefe, J. (2010). Development of the hippocampal cognitive map in preweanling rats. Science, 3 8(5985), 1573–1576.

Wilson, M. A., & McNaughton, B. L. (1994). Reactivation of hippocampal ensemble memories during sleep. Science, 265(5172), 676–679.

Windsor, J., Moraru, A., Nelson, C. A., Fox, N. A., & Zeanah, C. H. (2013). Effect of foster care on language learning at eight years: Findings from the Bucharest Early Intervention Project. Journal of Child Language, 40(3), 605–627.

Wynn, K. (1992). Addition and subtraction by human infants. Nature, 358, 749–750.

Xu, F., & Garcia, V. (2008). Intuitive statistics by 8-month-old infants. Proceedings of the National Academy of Sciences, 105(13), 5012–5015.

Xu, F., & Tenenbaum, J. B. (2007). Word learning as Bayesian inference. Psychological Review, 114(2), 245–272.

Xu, K., Ba, J., Kiros, R., Cho, K., Courville, A., Salakhutdinov, R., Bengio, Y. (2015). Show, attend and tell: Neural image caption generation with visual attention. arxiv.org/abs/1502.03044.

Yang, C. (2013). Ontogeny and phylogeny of language. Proceedings of the National Academy of Sciences, 110(16), 6324–6327.

Yoncheva, Y. N., Blau, V. C., Maurer, U., & McCandliss, B. D. (2010). Attentional focus during learning impacts N170 ERP responses to an artificial script. Developmental Neuropsychology, 35(4), 423–445.

Yoon, J. M. D., Johnson, M. H., & Csibra, G. (2008). Communication-induced memory biases in preverbal infants. Proceedings of the National Academy of Sciences, 105(36), 13690–13695.

Yoon, K., Buice, M. A., Barry, C., Hayman, R., Burgess, N., & Fiete, I. R. (2013). Specific evidence of low-dimensional continuous attractor dynamics in grid cells. Nature Neuroscience, 16(8), 1077–1084.

Young, C. B., Wu, S. S., & Menon, V. (2012). The neurodevelopmental basis of math anxiety. Psychological Science

, 23(5), 492–501.

Zaromb, F. M., Karpicke, J. D., & Roediger, H. L. (2010). Comprehension as a basis for metacognitive judgments: Effects of effort after meaning on recall and metacognition. Journal of Experimental Psychology: Learning, Memory, and Cognition, 36(2), 552–557.

Zaromb, F. M., & Roediger, H. L. I. (2010). The testing effect in free recall is associated with enhanced organizational processes. Memory and Cognition, 38(8), 995–1008.

Zhu, X., Wang, F., Hu, H., Sun, X., Kilgard, M. P., Merzenich, M. M., & Zhou, X. (2014). Environmental acoustic enrichment promotes recovery from developmentally degraded auditory cortical processing. Journal of Neuroscience, 34(16), 5406–5415.

Zoccolotti, P., De Luca, M., Di Pace, E., Gasperini, F., Judica, A., & Spinelli, D. (2005). Word length effect in early reading and in developmental dyslexia. Brain and Language, 93(3), 369–373.

Zylberberg, A., Dehaene, S., Roelfsema, P. R., & Sigman, M. (2011). The human Turing machine: A neural framework for mental programs. Trends in Cognitive Sciences, 15(7), 293–300.

Перечень иллюстраций

ЦВЕТНАЯ ВСТАВКА

Иллюстрация 1: © Nicolás Sainz Trápaga.

Иллюстрация 2, вверху: Google Brain Team. «Using Machine Learning to Explore Neural Network Architecture». Google AI Blog (2017). https://ai.googleblog.com/2017/05/using-machine-learning-to-explore.html.

Иллюстрация 2

, внизу: Olah, Chris, Alexander Mordvintsev, & Ludwig Schubert. «Feature Visualization». Distill (2017). https://distill.pub/2017/feature-visualization/. Licensed under Creative Commons Attribution License CC-BY 4.0.

Иллюстрация 3, справа: Guerguiev, Jordan, Timothy P. Lillicrap, & Blake A. Richards. «Towards deep learning with segregated dendrites». ELife, 6, e22901, (2017). https://elife sciences.org/articles/22901.

Иллюстрация 3, слева: MNIST database of handwritten digits. LeCun, Yann, Corinna Cortes, & Christopher J. C. Burges. http://yann.lecun.com/exdb/mnist/.