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Mean validation accuracy vs. time point (iterations) for 50 repetitions of the TPE algorithm over the architecture search space depicted in Figure 1b. The mean test accuracy using the final architecture on held-out data for each repetition is also shown. The points traversed in the search space are selected based on expected improvement (Equation 2).
