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ResearchFormerly WizWand

Optimal Auction Design

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Multi-setting Auction mixture of 2x3 to 3x7 settings (test)

4.467Revenue

33

Feb 26, 2026

3x10 auction setting

6.121Revenue

15

Feb 26, 2026

2x5 auction setting

2.453Revenue

15

Feb 26, 2026

auction setting 2x3

1.416Revenue

9

Feb 26, 2026

auction setting 2x2

90.8Revenue

9

Feb 26, 2026

1x2 auction setting

58.6Revenue

9

Feb 26, 2026

10x5 Additive Auctions (a) (test)

4.41Mean Payment

6

Feb 26, 2026

5x10 Additive Auctions (a) (test)

6.09Payment Mean

6

Feb 26, 2026

10x5 Unit-demand Auctions (test)

12.72Mean Payment

6

Feb 26, 2026

5x10 Unit-demand Auctions (test)

12.53Payment Mean

6

Feb 26, 2026

10x5 Additive Auction (test)

0.144Mean Regret

6

Feb 26, 2026

5x10 Additive Auction (test)

0.054Regret Mean

6

Feb 26, 2026

10x5 Unit-demand Auction (test)

8.2Mean Regret

6

Feb 26, 2026

5x10 Unit-demand Auction (test)

0.044Regret Mean

6

Feb 26, 2026

3 x 1 Normal truncated N(0.3, 0.1) in [0,1] (test)

0.391Revenue

4

Feb 26, 2026

2 x 1 truncated normal N(0.3, 0.1) in [0,1] (test)

0.304Revenue

4

Feb 26, 2026

5 x 3 truncated normal N(0.3, 0.1) in [0,1] (test)

1.09Revenue

3

Feb 26, 2026

2 x 2 Normal truncated N(0.3, 0.1) in [0,1] (test)

0.577Revenue

3

Feb 26, 2026

5 x 1 Compound distributions (test)

35.6Revenue

3

Feb 26, 2026

3 x 1 Compound distributions (test)

0.539Revenue

3

Feb 26, 2026

Consumer-aligned objectives

—

—Primary metric

0

Jul 1, 2026