# Auction Revenue Maximization on Classic auction Setting (F) 1x2

Source: [Auction Revenue Maximization on Classic auction Setting (F) 1x2](<https://www.sota2.com/research/sota/auction-revenue-maximization-on-classic-auction-setting-f-1x2>)

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

Data updated: 2026-02-26T05:35:42.459Z

Evaluation of models on the Classic auction Setting (F) 1x2 configuration, focusing on maximizing auction revenue.

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 | Auction Revenue Maximization |
| Dataset (including any stated split) | Classic auction Setting (F) 1x2 |
| Metric | Average Revenue |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Average Revenue](<https://www.sota2.com/research/sota/auction-revenue-maximization-on-classic-auction-setting-f-1x2.md?metric=Average%20Revenue>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| RegretNet | 17.32 | Not recorded | 68fa71dd1e209131cea536c4 |
| Optimal | 17.06 | Not recorded | 68fa71dd1e209131cea536c4 |
| AMenuNet | 17.01 | Not recorded | 68fa71dd1e209131cea536c4 |
| CITransNet | 16.91 | Not recorded | 68fa71dd1e209131cea536c4 |
| Lottery AMA | 15.44 | Not recorded | 68fa71dd1e209131cea536c4 |
| Item-Myerson | 14.82 | Not recorded | 68fa71dd1e209131cea536c4 |
| VCG | 0 | Not recorded | 68fa71dd1e209131cea536c4 |

### RegretNet

Average Revenue: 17.32. Result ID: 6991ff053a6c3148490bee94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction.

### Optimal

Average Revenue: 17.06. Result ID: 6991ff053a6c3148490bee92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AMenuNet

Average Revenue: 17.01. Result ID: 6991ff053a6c3148490bee98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Implementation](<https://github.com/Haoran0301/AMenuNet>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### CITransNet

Average Revenue: 16.91. Result ID: 6991ff053a6c3148490bee93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e671e209131cea3fc15.md>)

Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction.

### Lottery AMA

Average Revenue: 15.44. Result ID: 6991ff053a6c3148490bee97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc21e209131cea301fb.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### Item-Myerson

Average Revenue: 14.82. Result ID: 6991ff053a6c3148490bee96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### VCG

Average Revenue: 0. Result ID: 6991ff053a6c3148490bee95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

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