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20162018
most citedExploiting Strong Convexity from Data with Primal-Dual First-Order Algorithms

10 citations · 17 across the 2 of their papers we have counts for

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stat.ML2018

Distributed Stochastic Multi-Task Learning with Graph Regularization

Weiran Wang, Jialei Wang, Mladen Kolar +1

We propose methods for distributed graph-based multi-task learning that are based on weighted averaging of messages from other machines. Uniform averaging or diminishing stepsize i…

stat.ML2016

Efficient Distributed Learning with Sparsity

Jialei Wang, Mladen Kolar, Nathan Srebro +1

We propose a novel, efficient approach for distributed sparse learning in high-dimensions, where observations are randomly partitioned across machines. Computationally, at each rou…