9.4k citations · 16.5k across the 107 of their papers we have counts for
Showing 2014Show all
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stat.ML2014★ 53 cited
Raiders of the Lost Architecture: Kernels for Bayesian Optimization in Conditional Parameter Spaces
Kevin Swersky, David Duvenaud, Jasper Snoek +2
In practical Bayesian optimization, we must often search over structures with differing numbers of parameters. For instance, we may wish to search over neural network architectures…
cs.AI2014★ 885 cited
ParamILS: An Automatic Algorithm Configuration Framework
Frank Hutter, Thomas Stuetzle, Kevin Leyton-Brown +1
The identification of performance-optimizing parameter settings is an important part of the development and application of algorithms. We describe an automatic framework for this a…