# Stackelberg Security Games (SSG) with Quantal Response Optimization on Synthetic SSG (N=500, M=10, m=1)

Source: [Stackelberg Security Games (SSG) with Quantal Response Optimization on Synthetic SSG (N=500, M=10, m=1)](<https://www.sota2.com/research/sota/stackelberg-security-games-ssg-with-quantal-response-optimization-on-synthetic-ssg-n-500-m-10-m-1>)

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

Data updated: 2026-02-26T05:54:14.259Z

Evaluation of algorithms solving Stackelberg Security Games (SSG) under Quantal Response Optimization assumptions on a synthetic dataset configuration (N=500, M=10, m=1), measured by the objective value relative to the theoretical optimum.

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 | Stackelberg Security Games (SSG) with Quantal Response Optimization |
| Dataset (including any stated split) | Synthetic SSG (N=500, M=10, m=1) |
| Metric | Objective Value % (xi=1E3) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Objective Value % (xi=1E3)](<https://www.sota2.com/research/sota/stackelberg-security-games-ssg-with-quantal-response-optimization-on-synthetic-ssg-n-500-m-10-m-1.md?metric=Objective%20Value%20%25%20(xi%3D1E3)>): Higher is better; unit: PERCENT.

- [Objective Value % (xi=1E4)](<https://www.sota2.com/research/sota/stackelberg-security-games-ssg-with-quantal-response-optimization-on-synthetic-ssg-n-500-m-10-m-1.md?metric=Objective%20Value%20%25%20(xi%3D1E4)>): Higher is better; unit: PERCENT.

- [Objective Value % (xi=1E5)](<https://www.sota2.com/research/sota/stackelberg-security-games-ssg-with-quantal-response-optimization-on-synthetic-ssg-n-500-m-10-m-1.md?metric=Objective%20Value%20%25%20(xi%3D1E5)>): Higher is better; unit: PERCENT.

- [Objective Value % (xi=1E6)](<https://www.sota2.com/research/sota/stackelberg-security-games-ssg-with-quantal-response-optimization-on-synthetic-ssg-n-500-m-10-m-1.md?metric=Objective%20Value%20%25%20(xi%3D1E6)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Objective Value % (xi=1E3) | Result date | Report paper |
| --- | --- | --- | --- |
| Sampling | 100 | Not recorded | 68fa59541e209131ce9b5eca |
| Clustering | 99.9 | Not recorded | 68fa59541e209131ce9b5eca |
| TT-GAD | 99.8 | Not recorded | 68fa59541e209131ce9b5eca |
| PGA | 98.9 | Not recorded | 68fa59541e209131ce9b5eca |

### Sampling

Objective Value % (xi=1E3): 100. Result ID: 698ba64b7a967eddb7705253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"N":"500","M":"10","m":"1","Number of clusters/strata":"50"}. This record does not assert independent reproduction.

### Clustering

Objective Value % (xi=1E3): 99.9. Result ID: 698ba64b7a967eddb7705252.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"N":"500","M":"10","m":"1","Number of clusters/strata":"50"}. This record does not assert independent reproduction.

### TT-GAD

Objective Value % (xi=1E3): 99.8. Result ID: 698ba64b7a967eddb7705250.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bc01e209131ce9cb3d5.md>)

Recorded evaluation configuration: {"N":"500","M":"10","m":"1","Number of clusters/strata":"50"}. This record does not assert independent reproduction.

### PGA

Objective Value % (xi=1E3): 98.9. Result ID: 698ba64b7a967eddb7705251.

[Reporting paper](<https://www.sota2.com/research/paper/68fa59541e209131ce9b5eca.md>)

Recorded evaluation configuration: {"N":"500","M":"10","m":"1","Number of clusters/strata":"50"}. This record does not assert independent reproduction.

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