Results of the discrete, ordered benchmarks are shown in Fig. and numerical values are given in Tab. S4. Results of categorical, unordered results are shown in Fig. . Results of the continuous benchmarks are shown in Fig. and numerical performance metrics are tabulated in Tab. I. The budget b = 100 and each strategy is run 100 independently seeded times. The rank regret metric is the average cumulative regret rank for that strategy over 100 runs (± standard error on the mean). A rank of 1 is the best and a rank of 11 is the worst performing strategy for a single run. Major takeaways from the analytical benchmarks results are itemized below.