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Two new variants for line search: keep going until
aum_line_search(maxIterations="max.auc")
aum_line_search(maxIterations="min.aum")
In both cases we only return information for the best step size (not all step sizes, as is the case when maxIterations is positive).
TODO document quadratic worst case time complexity.