30 citations · 102 across the 35 of their papers we have counts for
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cs.LG2018★ 8 cited
Black-Box Reductions for Parameter-free Online Learning in Banach Spaces
Ashok Cutkosky, Francesco Orabona
We introduce several new black-box reductions that significantly improve the design of adaptive and parameter-free online learning algorithms by simplifying analysis, improving reg…
stat.ML2018★ 13 cited
Distributed Stochastic Optimization via Adaptive SGD
Ashok Cutkosky, Robert Busa-Fekete
Stochastic convex optimization algorithms are the most popular way to train machine learning models on large-scale data. Scaling up the training process of these models is crucial,…