# Adversarial Defense on MAD-C (Learned)

Source: [Adversarial Defense on MAD-C (Learned)](<https://www.sota2.com/research/sota/adversarial-defense-on-mad-c-learned>)

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

Data updated: 2026-03-31T08:52:06.507Z

Evaluation of adversarial defense mechanisms applied to the MAD-C (Learned) dataset, reporting performance using metrics such as Defense Success Rate (DSR).

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 | Adversarial Defense |
| Dataset (including any stated split) | MAD-C (Learned) |
| Metric | Defense Success Rate (DSR) |
| 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

- [Defense Success Rate (DSR)](<https://www.sota2.com/research/sota/adversarial-defense-on-mad-c-learned.md?metric=Defense%20Success%20Rate%20(DSR)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Defense Success Rate (DSR) | Result date | Report paper |
| --- | --- | --- | --- |
| Meta-AT | 90.7 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| AT | 79.8 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| YOPO | 52.7 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| ATTA | 11.7 | Not recorded | 68fa7ff41e209131cea9b8f6 |

### Meta-AT

Defense Success Rate (DSR): 90.7. Result ID: 69cb8b2247f34ce924b3f567.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

Recorded evaluation configuration: {"pattern":"5-way, 1-shot"}. This record does not assert independent reproduction.

### AT

Defense Success Rate (DSR): 79.8. Result ID: 69cb8b2247f34ce924b3f568.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

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

### YOPO

Defense Success Rate (DSR): 52.7. Result ID: 69cb8b2247f34ce924b3f56a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56591e209131ce99c1b0.md>)

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

### ATTA

Defense Success Rate (DSR): 11.7. Result ID: 69cb8b2247f34ce924b3f569.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d01e209131cea18a08.md>)

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

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