30 citations · 51 across the 3 of their papers we have counts for
3 papers
Ghost Units Yield Biologically Plausible Backprop in Deep Neural Networks
Thomas Mesnard, Gaetan Vignoud, Joao Sacramento +2
In the past few years, deep learning has transformed artificial intelligence research and led to impressive performance in various difficult tasks. However, it is still unclear how…
Generalization of Equilibrium Propagation to Vector Field Dynamics
Benjamin Scellier, Anirudh Goyal, Jonathan Binas +2
The biological plausibility of the backpropagation algorithm has long been doubted by neuroscientists. Two major reasons are that neurons would need to send two different types of…
STDP as presynaptic activity times rate of change of postsynaptic activity
Yoshua Bengio, Thomas Mesnard, Asja Fischer +2
We introduce a weight update formula that is expressed only in terms of firing rates and their derivatives and that results in changes consistent with those associated with spike-t…