ImpatientCapsAndRuns: Approximately Optimal Algorithm Configuration from an Infinite Pool

Neural Information Processing Systems 

In practice, parameter spaces are often very large or infinite, and so successful heuristic procedures discard parameters "impatiently", based on very few observations.

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