# Optimal Auction Design on 1x2 auction setting

Source: [Optimal Auction Design on 1x2 auction setting](<https://www.sota2.com/research/sota/optimal-auction-design-on-1x2-auction-setting>)

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

Data updated: 2026-02-26T06:02:14.672Z

Evaluation of models on the 1x2 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) | 1x2 auction setting |
| 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-1x2-auction-setting.md?metric=Revenue>): Higher is better; unit: PERCENT.

- [Regret](<https://www.sota2.com/research/sota/optimal-auction-design-on-1x2-auction-setting.md?metric=Regret>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| EquivariantNet | 58.6 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 57.2 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretFormer | 57.1 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretFormer | 55.6 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| RegretNet | 55.1 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| EquivariantNet | 54.8 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson bundled | 54.4 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| Myerson item-wise | 50 | Not recorded | 68fa6dc81e209131cea3c2a3 |
| VCG | 0 | Not recorded | 68fa6dc81e209131cea3c2a3 |

### EquivariantNet

Revenue: 58.6. Result ID: 698fe9833a6c314849fcbe46.

[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.

### RegretNet

Revenue: 57.2. Result ID: 698fe9833a6c314849fcbe44.

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

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

### RegretFormer

Revenue: 57.1. Result ID: 698fe9833a6c314849fcbe48.

[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.

### RegretFormer

Revenue: 55.6. Result ID: 698fe9833a6c314849fcbe49.

[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: 55.1. Result ID: 698fe9833a6c314849fcbe45.

[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: 54.8. Result ID: 698fe9833a6c314849fcbe47.

[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.

### Myerson bundled

Revenue: 54.4. Result ID: 698fe9833a6c314849fcbe4c.

[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: 50. Result ID: 698fe9833a6c314849fcbe4b.

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

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

### VCG

Revenue: 0. Result ID: 698fe9833a6c314849fcbe4a.

[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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