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20112022
most citedPractical Bayesian Optimization of Machine Learning Algorithms

5.7k citations · 17.6k across the 75 of their papers we have counts for

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cs.NE2016★ 167 cited

Zoneout: Regularizing RNNs by Randomly Preserving Hidden Activations

David Krueger, Tegan Maharaj, János Kramár +7

We propose zoneout, a novel method for regularizing RNNs. At each timestep, zoneout stochastically forces some hidden units to maintain their previous values. Like dropout, zoneout…