# Optimal Auction Design on auction setting 2x2

Source: [Optimal Auction Design on auction setting 2x2](<https://www.sota2.com/research/sota/optimal-auction-design-on-auction-setting-2x2>)

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

Data updated: 2026-02-26T06:02:14.688Z

Evaluation of models on the auction setting 2x2 dataset for Optimal Auction Design, 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) | auction setting 2x2 |
| Metric | Revenue |
| Unit | PERCENT |
| 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-2x2.md?metric=Revenue>): Higher is better; unit: PERCENT.

- [Regret](<https://www.sota2.com/research/sota/optimal-auction-design-on-auction-setting-2x2.md?metric=Regret>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| RegretFormer | 90.8 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 88.9 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| EquivariantNet | 87.8 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretFormer | 86.1 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson bundled | 83.9 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson item-wise | 83.3 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 82.5 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| EquivariantNet | 75 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| VCG | 66.7 | Not recorded | 68fa6dc81e209131cea3c2a3 |

### RegretFormer

Revenue: 90.8. Result ID: 698fe9833a6c314849fcbe51.

[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.

### RegretNet

Revenue: 88.9. Result ID: 698fe9833a6c314849fcbe4d.

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

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

### EquivariantNet

Revenue: 87.8. Result ID: 698fe9833a6c314849fcbe4f.

[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: 86.1. Result ID: 698fe9833a6c314849fcbe52.

[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.

### Myerson bundled

Revenue: 83.9. Result ID: 698fe9833a6c314849fcbe55.

[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: 83.3. Result ID: 698fe9833a6c314849fcbe54.

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

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

### RegretNet

Revenue: 82.5. Result ID: 698fe9833a6c314849fcbe4e.

[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: 75. Result ID: 698fe9833a6c314849fcbe50.

[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: 66.7. Result ID: 698fe9833a6c314849fcbe53.

[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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