8 citations · 16 across the 14 of their papers we have counts for
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cs.LG2021★ 1 cited
Learning-to-learn non-convex piecewise-Lipschitz functions
Maria-Florina Balcan, Mikhail Khodak, Dravyansh Sharma +1
We analyze the meta-learning of the initialization and step-size of learning algorithms for piecewise-Lipschitz functions, a non-convex setting with applications to both machine le…
cs.LG2021★ 2 cited
Data driven semi-supervised learning
Maria-Florina Balcan, Dravyansh Sharma
We consider a novel data driven approach for designing learning algorithms that can effectively learn with only a small number of labeled examples. This is crucial for modern machi…