# Personalized Federated Learning Vulnerability Assessment on GTSRB

Source: [Personalized Federated Learning Vulnerability Assessment on GTSRB](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-gtsrb>)

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

Data updated: 2026-06-23T11:27:43.289Z

Evaluation of Personalized Federated Learning vulnerability assessment methodologies applied to the GTSRB dataset, reporting metrics such as Average Attack Deviation (AD).

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 | Personalized Federated Learning Vulnerability Assessment |
| Dataset (including any stated split) | GTSRB |
| Metric | Average Attack Deviation (AD) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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 Attack Deviation (AD)](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-gtsrb.md?metric=Average%20Attack%20Deviation%20(AD)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Average Attack Deviation (AD) | Result date | Report paper |
| --- | --- | --- | --- |
| GPFL | 2.34 | Not recorded | 6a3a1367206542251d7c746b |
| FedBABU | 2.4 | Not recorded | 6a3a1367206542251d7c746b |
| FedRep | 4.81 | Not recorded | 6a3a1367206542251d7c746b |
| FedAS | 63.75 | Not recorded | 6a3a1367206542251d7c746b |
| FedCAC | 74.89 | Not recorded | 6a3a1367206542251d7c746b |
| SCAFFOLD | 78.01 | Not recorded | 6a3a1367206542251d7c746b |
| FedProx | 81.87 | Not recorded | 6a3a1367206542251d7c746b |
| FedBN | 83.74 | Not recorded | 6a3a1367206542251d7c746b |

### GPFL

Average Attack Deviation (AD): 2.34. Result ID: 6a3a6d99fbc373592c37d451.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedBABU

Average Attack Deviation (AD): 2.4. Result ID: 6a3a6d99fbc373592c37d450.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedRep

Average Attack Deviation (AD): 4.81. Result ID: 6a3a6d99fbc373592c37d44f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedAS

Average Attack Deviation (AD): 63.75. Result ID: 6a3a6d99fbc373592c37d452.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedCAC

Average Attack Deviation (AD): 74.89. Result ID: 6a3a6d99fbc373592c37d453.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### SCAFFOLD

Average Attack Deviation (AD): 78.01. Result ID: 6a3a6d99fbc373592c37d44d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Full model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedProx

Average Attack Deviation (AD): 81.87. Result ID: 6a3a6d99fbc373592c37d44c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Full model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

### FedBN

Average Attack Deviation (AD): 83.74. Result ID: 6a3a6d99fbc373592c37d44e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1367206542251d7c746b.md>)

Recorded evaluation configuration: {"Sharing":"Partial model sharing","Attack":"PGD","Epsilon":"8/255"}. This record does not assert independent reproduction.

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