# Backdoor Defense on SARL and MARL environments Reward-Constrained Attack

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

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

Data updated: 2026-05-08T09:39:38.136Z

Evaluation of Backdoor Defense mechanisms within SARL and MARL environments subjected to Reward-Constrained Attacks, reporting the MR metric.

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 Reward-Constrained Attack |
| Metric | MR |
| Unit | SCALAR |
| Direction | Higher 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

- [MR](<https://www.sota2.com/research/sota/backdoor-defense-on-sarl-and-marl-environments-reward-constrained-attack.md?metric=MR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MR | Result date | Report paper |
| --- | --- | --- | --- |
| BehaviorGuard | 1.09 | Not recorded | 69fd6e495497b3b670c89663 |
| SHINE | 0.722 | Not recorded | 69fd6e495497b3b670c89663 |
| BIRD | 0.641 | Not recorded | 69fd6e495497b3b670c89663 |

### BehaviorGuard

MR: 1.09. Result ID: 69fdaf5647f34ce924e10642.

[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

MR: 0.722. Result ID: 69fdaf5647f34ce924e10641.

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

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

### BIRD

MR: 0.641. Result ID: 69fdaf5647f34ce924e10640.

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

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

Page 1 of 1. This is an index page, not the full collection.