12 citations · 28 across the 14 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
math.OC2020
Differentiable Programming à la Moreau
Vincent Roulet, Zaid Harchaoui
The notion of a Moreau envelope is central to the analysis of first-order optimization algorithms for machine learning. Yet, it has not been developed and extended to be applied to…
cs.LG2020
An Elementary Approach to Convergence Guarantees of Optimization Algorithms for Deep Networks
Vincent Roulet, Zaid Harchaoui
We present an approach to obtain convergence guarantees of optimization algorithms for deep networks based on elementary arguments and computations. The convergence analysis revolv…