# Optimal Auction Design on 3x10 auction setting Source: [Optimal Auction Design on 3x10 auction setting]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:14.909Z Evaluation of models on the 3x10 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) | 3x10 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 | 6.121 | Not recorded | 68fa6dc81e209131cea3c2a3 | | CITransNet | 5.9191 | Not recorded | 68fa71dd1e209131cea536c4 | | RegretFormer | 5.745 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 5.744 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 5.59 | Not recorded | 68fa6dc81e209131cea3c2a3 | | AMenuNet | 5.5896 | Not recorded | 68fa71dd1e209131cea536c4 | | RegretNet | 5.541 | Not recorded | 68fa71dd1e209131cea536c4 | | Lottery AMA | 5.345 | Not recorded | 68fa71dd1e209131cea536c4 | | Item-Myerson | 5.3141 | Not recorded | 68fa71dd1e209131cea536c4 | | Myerson item-wise | 5.312 | Not recorded | 68fa6dc81e209131cea3c2a3 | | EquivariantNet | 5.12 | Not recorded | 68fa6dc81e209131cea3c2a3 | | RegretNet | 5.02 | Not recorded | 68fa6dc81e209131cea3c2a3 | | Myerson bundled | 5.003 | Not recorded | 68fa6dc81e209131cea3c2a3 | | VCG | 5.0002 | Not recorded | 68fa71dd1e209131cea536c4 | | VCG | 5 | Not recorded | 68fa6dc81e209131cea3c2a3 | ### RegretFormer Revenue: 6.121. Result ID: 698fe9833a6c314849fcbe6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### CITransNet Revenue: 5.9191. Result ID: 6991ff053a6c3148490bee78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction. ### RegretFormer Revenue: 5.745. Result ID: 698fe9833a6c314849fcbe6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 5.744. Result ID: 698fe9833a6c314849fcbe6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### RegretNet Revenue: 5.59. Result ID: 698fe9833a6c314849fcbe68. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction. ### AMenuNet Revenue: 5.5896. Result ID: 6991ff053a6c3148490bee7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### RegretNet Revenue: 5.541. Result ID: 6991ff053a6c3148490bee79. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction. ### Lottery AMA Revenue: 5.345. Result ID: 6991ff053a6c3148490bee7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### Item-Myerson Revenue: 5.3141. Result ID: 6991ff053a6c3148490bee7b. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### Myerson item-wise Revenue: 5.312. Result ID: 698fe9833a6c314849fcbe6f. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. ### EquivariantNet Revenue: 5.12. Result ID: 698fe9833a6c314849fcbe6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### RegretNet Revenue: 5.02. Result ID: 698fe9833a6c314849fcbe69. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction. ### Myerson bundled Revenue: 5.003. Result ID: 698fe9833a6c314849fcbe70. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. ### VCG Revenue: 5.0002. Result ID: 6991ff053a6c3148490bee7a. [Reporting paper]() Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction. ### VCG Revenue: 5. Result ID: 698fe9833a6c314849fcbe6e. [Reporting paper]() Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.