704 citations · 4.8k across the 117 of their papers we have counts for
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cs.LG2014★ 113 cited
Communication-Efficient Distributed Dual Coordinate Ascent
Martin Jaggi, Virginia Smith, Martin Takáč +4
Communication remains the most significant bottleneck in the performance of distributed optimization algorithms for large-scale machine learning. In this paper, we propose a commun…
math.OC2014★ 31 cited
An Affine Invariant Linear Convergence Analysis for Frank-Wolfe Algorithms
Simon Lacoste-Julien, Martin Jaggi
We study the linear convergence of variants of the Frank-Wolfe algorithms for some classes of strongly convex problems, using only affine-invariant quantities. As in Guelat & Marco…