79 citations · 154 across the 5 of their papers we have counts for
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cs.NE2016★ 11 cited
Sigma Delta Quantized Networks
Peter O'Connor, Max Welling
Deep neural networks can be obscenely wasteful. When processing video, a convolutional network expends a fixed amount of computation for each frame with no regard to the similarity…
cs.NE2016★ 52 cited
Deep Spiking Networks
Peter O'Connor, Max Welling
We introduce an algorithm to do backpropagation on a spiking network. Our network is "spiking" in the sense that our neurons accumulate their activation into a potential over time,…