# Optimal Auction Design on 2x5 auction setting Source: [Optimal Auction Design on 2x5 auction setting]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:14.889Z Evaluation of models on the 2x5 auction setting for Optimal Auction Design, measuring 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) | 2x5 auction setting | | Metric | Revenue | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | RegretFormer | 2.453 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.437 | Not recorded | 68fa6dc81e209131cea3c2a3 | | CITransNet | 2.3788 | Not recorded | 68fa71dd1e209131cea536c4 | | RegretNet | 2.339 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretFormer | 2.339 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.339 | Not recorded | 68fa71dd1e209131cea536c4 | | AMenuNet | 2.2768 | Not recorded | 68fa71dd1e209131cea536c4 | | Lottery AMA | 2.2354 | Not recorded | 68fa71dd1e209131cea536c4 | | Myerson bundled | 2.188 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 2.168 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 2.121 | Not recorded | 68fa6dc81e209131cea3c2a3 | | Myerson item-wise | 2.083 | Not recorded | 68fa6dc81e209131cea3c2a3 | | Item-Myerson | 2.0755 | Not recorded | 68fa71dd1e209131cea536c4 | | VCG | 1.667 | Not recorded | 68fa6dc81e209131cea3c2a3 | | VCG | 1.6645 | Not recorded | 68fa71dd1e209131cea536c4 | ### RegretFormer Revenue: 2.453. Result ID: 698fe9833a6c314849fcbe63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.437. Result ID: 698fe9833a6c314849fcbe61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### CITransNet Revenue: 2.3788. Result ID: 6991ff053a6c3148490bee72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.339. Result ID: 698fe9833a6c314849fcbe5f. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 2.339. Result ID: 698fe9833a6c314849fcbe64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.339. Result ID: 6991ff053a6c3148490bee73. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction. ### AMenuNet Revenue: 2.2768. Result ID: 6991ff053a6c3148490bee77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### Lottery AMA Revenue: 2.2354. Result ID: 6991ff053a6c3148490bee76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### Myerson bundled Revenue: 2.188. Result ID: 698fe9833a6c314849fcbe67. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 2.168. Result ID: 698fe9833a6c314849fcbe62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 2.121. Result ID: 698fe9833a6c314849fcbe60. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### Myerson item-wise Revenue: 2.083. Result ID: 698fe9833a6c314849fcbe66. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. ### Item-Myerson Revenue: 2.0755. Result ID: 6991ff053a6c3148490bee75. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### VCG Revenue: 1.667. Result ID: 698fe9833a6c314849fcbe65. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. ### VCG Revenue: 1.6645. Result ID: 6991ff053a6c3148490bee74. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.