Category: publications

Supervised learning in multi-layer spiking neural networks

We just put a conference paper version of “SuperSpike”, our work on supervised learning in multi-layer spiking neural networks to the arXiv https://arxiv.org/abs/1705.11146. As always I am keen to get your feedback.

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The temporal paradox of Hebbian learning and homeostatic plasticity

I am happy that our article on “The temporal paradox of Hebbian learning and homeostatic plasticity” was just published in Current Opinion in Neurobiology (full text). This article essentially concisely presents the main arguments for the existence of rapid compensatory

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Role of complex synapses in continual learning

Excited that our preprint “Improved multitask learning through synaptic intelligence” just went life on the arXiv (https://arxiv.org/abs/1703.04200). This article, by Ben Poole, Surya and myself, illustrates the benefits of complex synaptic dynamics on continual learning in neural networks. Here a

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Special Issue: “Integrating Hebbian and Homeostatic plasticity”

I recommend taking a look at the special issue  on ‘Integrating Hebbian and Homeostatic plasticity’ which was just published in Phil Trans of the Royal Society B. You can find the table of contents at http://rstb.royalsocietypublishing.org/content/372/1715. The issue is based

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