# Optimal Auction Design on auction setting 2x3

Source: [Optimal Auction Design on auction setting 2x3](<https://www.sota2.com/research/sota/optimal-auction-design-on-auction-setting-2x3>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:02:14.705Z

Evaluation of models on the 2x3 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) | auction setting 2x3 |
| Metric | Revenue |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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](<https://www.sota2.com/research/sota/optimal-auction-design-on-auction-setting-2x3.md?metric=Revenue>): Higher is better; unit: SCALAR.

- [Regret](<https://www.sota2.com/research/sota/optimal-auction-design-on-auction-setting-2x3.md?metric=Regret>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| RegretFormer | 1.416 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| EquivariantNet | 1.365 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretFormer | 1.327 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 1.317 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson bundled | 1.278 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson item-wise | 1.25 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 1.249 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| EquivariantNet | 1.226 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| VCG | 1 | Not recorded | 68fa6dc81e209131cea3c2a3 |

### RegretFormer

Revenue: 1.416. Result ID: 698fe9833a6c314849fcbe5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction.

### EquivariantNet

Revenue: 1.365. Result ID: 698fe9833a6c314849fcbe58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e9.md>)

Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction.

### RegretFormer

Revenue: 1.327. Result ID: 698fe9833a6c314849fcbe5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction.

### RegretNet

Revenue: 1.317. Result ID: 698fe9833a6c314849fcbe56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"10^-3"}. This record does not assert independent reproduction.

### Myerson bundled

Revenue: 1.278. Result ID: 698fe9833a6c314849fcbe5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction.

### Myerson item-wise

Revenue: 1.25. Result ID: 698fe9833a6c314849fcbe5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction.

### RegretNet

Revenue: 1.249. Result ID: 698fe9833a6c314849fcbe57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction.

### EquivariantNet

Revenue: 1.226. Result ID: 698fe9833a6c314849fcbe59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e9.md>)

Recorded evaluation configuration: {"Rmax":"10^-4"}. This record does not assert independent reproduction.

### VCG

Revenue: 1. Result ID: 698fe9833a6c314849fcbe5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dc81e209131cea3c2a3.md>)

Recorded evaluation configuration: {"Rmax":"-"}. This record does not assert independent reproduction.

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