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Grounding predictive coding models in empirical neuroscience research

  • Tobias Egner (a1) and Christopher Summerfield (a2)

Abstract

Clark makes a convincing case for the merits of conceptualizing brains as hierarchical prediction machines. This perspective has the potential to provide an elegant and powerful general theory of brain function, but it will ultimately stand or fall with evidence from basic neuroscience research. Here, we characterize the status quo of that evidence and highlight important avenues for future investigations.

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Alink, A., Schwiedrzik, C. M., Kohler, A., Singer, W. & Muckli, L. (2010) Stimulus predictability reduces responses in primary visual cortex. Journal of Neuroscience 30:2960–66.
den Ouden, H. E. M., Daunizeau, J., Roiser, J., Friston, K. J. & Stephan, K. E. (2010) Striatal prediction error modulates cortical coupling. Journal of Neuroscience 30:3210–19.
den Ouden, H. E. M, Friston, K. J., Daw, N. D., McIntosh, A. R. & Stephan, K. E. (2009) A dual role for prediction error in associative learning. Cerebral Cortex 19:1175–85.
Egner, T., Monti, J. M. & Summerfield, C. (2010) Expectation and surprise determine neural population responses in the ventral visual stream. Journal of Neuroscience 30(49):16601–608.
Eliades, S. J. & Wang, X. (2008) Neural substrates of vocalization feedback monitoring in primate auditory cortex. Nature 453:1102–106.
Feldman, H. & Friston, K. J. (2010) Attention, uncertainty, and free-energy. Frontiers in Human Neuroscience 4:215. doi:10.3389/fnmuh.2010.00215.
Friston, K. (2005) A theory of cortical responses. Philosophical Transactions of the Royal Society of London B: Biological Sciences 360(1456):815–36.
Friston, K. (2008) Hierarchical models in the brain. PLoS Computational Biology 4:e1000211.
Friston, K. J. (2010) The free-energy principle: A unified brain theory? Nature Reviews Neuroscience 11(2):127–38.
Hawkins, J. & Blakeslee, S. (2004) On intelligence. Owl Books/Times Books.
Helmholtz, H. von (1876) Handbuch der physiologischen Optik. Leopold Voss.
Hubel, D. H. & Wiesel, T. N. (1965) Receptive fields and functional architecture in two nonstriate visual areas (18 and 19) of the cat. Journal of Neurophysiology 28:229–89.
Jiang, J., Schmajuk, N. & Egner, T. (2012) Explaining neural signals in human visual cortex with an associative learning model. Behavioral Neuroscience 126(4):575–81.
Keller, G. B., Bonhoeffer, T. & Hubener, M. (2012) Sensorimotor mismatch signals in primary visual cortex of the behaving mouse. Neuron 74:809–15.
Kok, P., Rahnev, D., Jehee, J. F., Lau, H. C. & de Lange, F. P. (2011) Attention reverses the effect of prediction in silencing sensory signals. Cerebral Cortex 22:2197–206.
Meyer, T. & Olson, C. R. (2011) Statistical learning of visual transitions in monkey inferotemporal cortex. Proceedings of the National Academy of Sciences USA 108:19401–406.
Mumford, D. (1992) On the computational architecture of the neocortex. II. The role of cortico-cortical loops. Biological Cybernetics 66(3):241–51.
Murray, S. O., Kersten, D., Olshausen, B. A., Schrater, P. & Woods, D. L. (2002) Shape perception reduces activity in human primary visual cortex. Proceedings of the National Academy of Sciences USA 99(23):15164–69.
Pearce, J. M. & Hall, G. (1980) A model for Pavlovian learning: Variations in the effectiveness of conditioned but not of unconditioned stimuli. Psychological Review 87:532–52.
Rao, R. P. N. & Ballard, D. H. (1999) Predictive coding in the visual cortex: A functional interpretation of some extra-classical receptive-field effects. Nature Neuroscience 2(1):7987.
Riesenhuber, M. & Poggio, T (2000) Models of object recognition. Nature Neuroscience 3(Suppl.):1199–204.
Summerfield, C. & Egner, T (2009) Expectation (and attention) in visual cognition. Trends in Cognition Science 13:403409.
Summerfield, C., Egner, T., Greene, M., Koechlin, E., Mangels, J. & Hirsch, J (2006) Predictive codes for forthcoming perception in the frontal cortex. Science 314:1311–14.
Summerfield, C. & Koechlin, E. (2008) A neural representation of prior information during perceptual inference. Neuron 59:336–47.
Summerfield, C., Trittschuh, E. H., Monti, J. M., Mesulam, M. M. & Egner, T. (2008) Neural repetition suppression reflects fulfilled perceptual expectations. Nature Neuroscience 11(9):10041006.
Summerfield, C., Wyart, V., Johnen, V. M. & De Gardelle, V (2011) Human scalp electroencephalography reveals that repetition suppression varied with expectation. Frontiers in Human Neuroscience 5:67. (Online publication). doi:10.3389/fnhum.2011.00067.
Todorovic, A., van Ede, F., Maris, E. & de Lange, F. P. (2011) Prior expectation mediates neural adaptation to repeated sounds in the auditory cortex: An MEG study. Journal of Neuroscience 31:9118–23.
Wacongne, C., Changeux, J. P. & Dehaene, S. (2012) A neuronal model of predictive coding accounting for the mismatch negativity. Journal of Neuroscience 32:3665–78.
Wyart, V., Nobre, A. C. & Summerfield, C. (2012) Dissociable prior influences of signal probability and relevance on visual contrast sensitivity. Proceedings of the National Academy of Sciences USA 109:3593–98.

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