# Backdoor Defense on SARL and MARL environments Normal Attack

Source: [Backdoor Defense on SARL and MARL environments Normal Attack](<https://www.sota2.com/research/sota/backdoor-defense-on-sarl-and-marl-environments-normal-attack>)

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

Data updated: 2026-05-08T09:39:38.107Z

Evaluation of backdoor defense mechanisms applied to SARL and MARL environments under a normal attack scenario, reporting the Misclassification Rate (MR).

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 | Backdoor Defense |
| Dataset (including any stated split) | SARL and MARL environments Normal Attack |
| Metric | Misclassification Rate (MR) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Misclassification Rate (MR)](<https://www.sota2.com/research/sota/backdoor-defense-on-sarl-and-marl-environments-normal-attack.md?metric=Misclassification%20Rate%20(MR)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Misclassification Rate (MR) | Result date | Report paper |
| --- | --- | --- | --- |
| BIRD | 0.883 | Not recorded | 69fd6e495497b3b670c89663 |
| BehaviorGuard | 1.054 | Not recorded | 69fd6e495497b3b670c89663 |
| SHINE | 1.074 | Not recorded | 69fd6e495497b3b670c89663 |

### BIRD

Misclassification Rate (MR): 0.883. Result ID: 69fdaf5647f34ce924e1063d.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e495497b3b670c89663.md>)

Recorded evaluation configuration: {"Evaluation episodes":"1000"}. This record does not assert independent reproduction.

### BehaviorGuard

Misclassification Rate (MR): 1.054. Result ID: 69fdaf5647f34ce924e1063f.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e495497b3b670c89663.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e495497b3b670c89663.md>)

Recorded evaluation configuration: {"Evaluation episodes":"1000"}. This record does not assert independent reproduction.

### SHINE

Misclassification Rate (MR): 1.074. Result ID: 69fdaf5647f34ce924e1063e.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e495497b3b670c89663.md>)

Recorded evaluation configuration: {"Evaluation episodes":"1000"}. This record does not assert independent reproduction.

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