384 citations · 984 across the 22 of their papers we have counts for
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cs.LG2016★ 109 cited
AdaNet: Adaptive Structural Learning of Artificial Neural Networks
Corinna Cortes, Xavi Gonzalvo, Vitaly Kuznetsov +2
We present new algorithms for adaptively learning artificial neural networks. Our algorithms (AdaNet) adaptively learn both the structure of the network and its weights. They are b…
stat.ML2016★ 30 cited
Structured Prediction Theory Based on Factor Graph Complexity
Corinna Cortes, Mehryar Mohri, Vitaly Kuznetsov +1
We present a general theoretical analysis of structured prediction with a series of new results. We give new data-dependent margin guarantees for structured prediction for a very w…