117 citations · 161 across the 3 of their papers we have counts for
3 papers
cs.LG2017★ 19 cited
Parle: parallelizing stochastic gradient descent
Pratik Chaudhari, Carlo Baldassi, Riccardo Zecchina +3
We propose a new algorithm called Parle for parallel training of deep networks that converges 2-4x faster than a data-parallel implementation of SGD, while achieving significantly…
cond-mat.dis-nn2012★ 25 cited
Generalization learning in a perceptron with binary synapses
Carlo Baldassi
We consider the generalization problem for a perceptron with binary synapses, implementing the Stochastic Belief-Propagation-Inspired (SBPI) learning algorithm which we proposed ea…
q-bio.NC2007★ 117 cited
Efficient supervised learning in networks with binary synapses
Carlo Baldassi, Alfredo Braunstein, Nicolas Brunel +1
Recent experimental studies indicate that synaptic changes induced by neuronal activity are discrete jumps between a small number of stable states. Learning in systems with discret…