# Personalized Federated Learning Vulnerability Assessment on CIFAR-10

Source: [Personalized Federated Learning Vulnerability Assessment on CIFAR-10](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-cifar-10>)

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

Data updated: 2026-06-23T11:27:43.226Z

Evaluation of Personalized Federated Learning vulnerability assessment methodologies applied to the CIFAR-10 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) | CIFAR-10 |
| Metric | Average Attack Deviation |
| 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](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-cifar-10.md?metric=Average%20Attack%20Deviation>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Average Attack Deviation | Result date | Report paper |
| --- | --- | --- | --- |
| GPFL | 3.84 | Not recorded | 6a3a1367206542251d7c746b |
| FedRep | 3.9 | Not recorded | 6a3a1367206542251d7c746b |
| FedBABU | 4.51 | Not recorded | 6a3a1367206542251d7c746b |
| FedCAC | 38.48 | Not recorded | 6a3a1367206542251d7c746b |
| FedAS | 50.49 | Not recorded | 6a3a1367206542251d7c746b |
| SCAFFOLD | 54.76 | Not recorded | 6a3a1367206542251d7c746b |
| FedProx | 63.44 | Not recorded | 6a3a1367206542251d7c746b |
| FedBN | 67.71 | Not recorded | 6a3a1367206542251d7c746b |

### GPFL

Average Attack Deviation: 3.84. Result ID: 6a3a6d99fbc373592c37d441.

[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: 3.9. Result ID: 6a3a6d99fbc373592c37d43f.

[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: 4.51. Result ID: 6a3a6d99fbc373592c37d440.

[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: 38.48. Result ID: 6a3a6d99fbc373592c37d443.

[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: 50.49. Result ID: 6a3a6d99fbc373592c37d442.

[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: 54.76. Result ID: 6a3a6d99fbc373592c37d43d.

[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: 63.44. Result ID: 6a3a6d99fbc373592c37d43c.

[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: 67.71. Result ID: 6a3a6d99fbc373592c37d43e.

[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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