The temporal paradox of Hebbian learning and homeostatic plasticity

作者: Friedemann Zenke , Wulfram Gerstner , Surya Ganguli

DOI: 10.1016/J.CONB.2017.03.015

关键词:

摘要: Hebbian plasticity, a synaptic mechanism which detects and amplifies co-activity between neurons, is considered key ingredient underlying learning memory in the brain. However, plasticity alone unstable, leading to runaway neuronal activity, therefore requires stabilization by additional compensatory processes. Traditionally, diversity of homeostatic phenomena found neural circuits thought play this role. recent modelling work suggests that slow evolution as observed experiments, insufficient prevent instabilities originating from plasticity. To remedy situation, we suggest complemented rapid processes, rapidly stabilize activity on short timescales.

参考文章(119)
Sen Song, Kenneth D. Miller, L. F. Abbott, Competitive Hebbian learning through spike-timing-dependent synaptic plasticity Nature Neuroscience. ,vol. 3, pp. 919- 926 ,(2000) , 10.1038/78829
L. F. Abbott, Sacha B. Nelson, Synaptic plasticity: taming the beast. Nature Neuroscience. ,vol. 3, pp. 1178- 1183 ,(2000) , 10.1038/81453
Vincent Delattre, Daniel Keller, Matthew Perich, Henry Markram, Eilif B. Muller, Network-timing-dependent plasticity Frontiers in Cellular Neuroscience. ,vol. 9, pp. 220- 220 ,(2015) , 10.3389/FNCEL.2015.00220
Li I. Zhang, Huizhong W. Tao, Christine E. Holt, William A. Harris, Mu-ming Poo, A critical window for cooperation and competition among developing retinotectal synapses Nature. ,vol. 395, pp. 37- 44 ,(1998) , 10.1038/25665
Gina G. Turrigiano, Kenneth R. Leslie, Niraj S. Desai, Lana C. Rutherford, Sacha B. Nelson, Activity-dependent scaling of quantal amplitude in neocortical neurons Nature. ,vol. 391, pp. 892- 896 ,(1998) , 10.1038/36103
Cynthia D. Rittenhouse, Harel Z. Shouval, Michael A. Paradiso, Mark F. Bear, Monocular deprivation induces homosynaptic long-term depression in visual cortex Nature. ,vol. 397, pp. 347- 350 ,(1999) , 10.1038/16922
Leon N Cooper, Nathan Intrator, Harel Z Shouval, Brian S Blais, Theory of Cortical Plasticity ,(2004)
Walter Bradford Cannon, The wisdom of the body ,(1932)
Richard M. Murray, Karl Johan Astrom, Feedback Systems: An Introduction for Scientists and Engineers ,(2008)