# Population-based Game Playing on Rock-Paper-Scissors (standard population-based)

Source: [Population-based Game Playing on Rock-Paper-Scissors (standard population-based)](<https://www.sota2.com/research/sota/population-based-game-playing-on-rock-paper-scissors-standard-population-based>)

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

Data updated: 2026-02-26T05:35:44.690Z

Evaluation of agent performance in population-based settings for the Rock-Paper-Scissors game, typically measured by average reward and Nash Equilibrium attainment.

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 | Population-based game playing |
| Dataset (including any stated split) | Rock-Paper-Scissors (RPS) standard population-based |
| Metric | Average Reward |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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 Reward](<https://www.sota2.com/research/sota/population-based-game-playing-on-rock-paper-scissors-standard-population-based.md?metric=Average%20Reward>): Higher is better; unit: SCALAR.

- [NE Attained](<https://www.sota2.com/research/sota/population-based-game-playing-on-rock-paper-scissors-standard-population-based.md?metric=NE%20Attained>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Reward | Result date | Report paper |
| --- | --- | --- | --- |
| DDPG-MFTG | 0.334 | Not recorded | 68fa7ba11e209131cea89785 |
| MF-MAPPO | 0 | Not recorded | 68fa7ba11e209131cea89785 |

### DDPG-MFTG

Average Reward: 0.334. Result ID: 699a4af75698665ec4d26f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89785.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dee1e209131ce9ddf2e.md>)

Recorded evaluation configuration: {"Training Time":"1min 34s"}. This record does not assert independent reproduction.

### MF-MAPPO

Average Reward: 0. Result ID: 699a4af75698665ec4d26f9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89785.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89785.md>)

Recorded evaluation configuration: {"Training Time":"5min 17s"}. This record does not assert independent reproduction.

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