# Optimal Auction Design on Multi-setting Auction mixture of 2x3 to 3x7 settings (test) Source: [Optimal Auction Design on Multi-setting Auction mixture of 2x3 to 3x7 settings (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:14.865Z Evaluation of Optimal Auction Design performance across a mixture of auction settings ranging from 2x3 to 3x7 configurations, measured by revenue and regret. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Optimal Auction Design | | Dataset (including any stated split) | Multi-setting Auction mixture of 2x3 to 3x7 settings (test) | | Metric | Revenue | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 33 of 33 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Revenue](): Higher is better; unit: SCALAR. - [Regret](): Lower is better; unit: SCALAR. ## Recorded results | Method | Revenue | Result date | Report paper | | --- | --- | --- | --- | | EquivariantNet | 4.467 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 4.14 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 3.921 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 3.834 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 3.787 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 3.553 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 3.521 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 3.362 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 3.346 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 3.226 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 3.108 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 3.006 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 2.911 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.889 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.866 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.786 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 2.703 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.646 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.573 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 2.471 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.449 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.339 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 2.312 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.217 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.07 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 1.951 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 1.855 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 1.795 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 1.708 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 1.652 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 1.504 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 1.432 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 1.386 | Not recorded | 68fa6dc81e209131cea3c2a3 | ### EquivariantNet Revenue: 4.467. Result ID: 698fe9833a6c314849fcbe90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x7"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 4.14. Result ID: 698fe9833a6c314849fcbe91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x7"}. This record does not assert independent reproduction. ### RegretNet Revenue: 3.921. Result ID: 698fe9833a6c314849fcbe8f. [Reporting paper]() Recorded evaluation configuration: {"Setting":"3x7"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 3.834. Result ID: 698fe9833a6c314849fcbe81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x7"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 3.787. Result ID: 698fe9833a6c314849fcbe8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x6"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 3.553. Result ID: 698fe9833a6c314849fcbe82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x7"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 3.521. Result ID: 698fe9833a6c314849fcbe8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x6"}. This record does not assert independent reproduction. ### RegretNet Revenue: 3.362. Result ID: 698fe9833a6c314849fcbe8c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"3x6"}. This record does not assert independent reproduction. ### RegretNet Revenue: 3.346. Result ID: 698fe9833a6c314849fcbe80. [Reporting paper]() Recorded evaluation configuration: {"Setting":"2x7"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 3.226. Result ID: 698fe9833a6c314849fcbe7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x6"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 3.108. Result ID: 698fe9833a6c314849fcbe8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x5"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 3.006. Result ID: 698fe9833a6c314849fcbe7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x6"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 2.911. Result ID: 698fe9833a6c314849fcbe8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x5"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.889. Result ID: 698fe9833a6c314849fcbe72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"average"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.866. Result ID: 698fe9833a6c314849fcbe7d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"2x6"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.786. Result ID: 698fe9833a6c314849fcbe89. [Reporting paper]() Recorded evaluation configuration: {"Setting":"3x5"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 2.703. Result ID: 698fe9833a6c314849fcbe73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"average"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.646. Result ID: 698fe9833a6c314849fcbe7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x5"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.573. Result ID: 698fe9833a6c314849fcbe71. [Reporting paper]() Recorded evaluation configuration: {"Setting":"average"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 2.471. Result ID: 698fe9833a6c314849fcbe7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x5"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.449. Result ID: 698fe9833a6c314849fcbe87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.339. Result ID: 698fe9833a6c314849fcbe7a. [Reporting paper]() Recorded evaluation configuration: {"Setting":"2x5"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 2.312. Result ID: 698fe9833a6c314849fcbe88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.217. Result ID: 698fe9833a6c314849fcbe86. [Reporting paper]() Recorded evaluation configuration: {"Setting":"3x4"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.07. Result ID: 698fe9833a6c314849fcbe78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x4"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 1.951. Result ID: 698fe9833a6c314849fcbe79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 1.855. Result ID: 698fe9833a6c314849fcbe77. [Reporting paper]() Recorded evaluation configuration: {"Setting":"2x4"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 1.795. Result ID: 698fe9833a6c314849fcbe84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x3"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 1.708. Result ID: 698fe9833a6c314849fcbe85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"3x3"}. This record does not assert independent reproduction. ### RegretNet Revenue: 1.652. Result ID: 698fe9833a6c314849fcbe83. [Reporting paper]() Recorded evaluation configuration: {"Setting":"3x3"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 1.504. Result ID: 698fe9833a6c314849fcbe75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x3"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 1.432. Result ID: 698fe9833a6c314849fcbe76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2x3"}. This record does not assert independent reproduction. ### RegretNet Revenue: 1.386. Result ID: 698fe9833a6c314849fcbe74. [Reporting paper]() Recorded evaluation configuration: {"Setting":"2x3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.