# Personalized Federated Learning Vulnerability Assessment on CIFAR-100

Source: [Personalized Federated Learning Vulnerability Assessment on CIFAR-100](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-cifar-100>)

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

Data updated: 2026-06-23T11:27:43.257Z

Evaluation of personalized federated learning algorithms focusing on vulnerability assessment metrics, such as Average Deviation (AD), applied to the CIFAR-100 dataset.

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-100 |
| Metric | Average 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 AD](<https://www.sota2.com/research/sota/personalized-federated-learning-vulnerability-assessment-on-cifar-100.md?metric=Average%20AD>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Average AD | Result date | Report paper |
| --- | --- | --- | --- |
| FedBABU | 1.87 | Not recorded | 6a3a1367206542251d7c746b |
| FedRep | 3.22 | Not recorded | 6a3a1367206542251d7c746b |
| GPFL | 3.98 | Not recorded | 6a3a1367206542251d7c746b |
| FedCAC | 25.79 | Not recorded | 6a3a1367206542251d7c746b |
| FedBN | 30.09 | Not recorded | 6a3a1367206542251d7c746b |
| FedAS | 30.4 | Not recorded | 6a3a1367206542251d7c746b |
| SCAFFOLD | 33.33 | Not recorded | 6a3a1367206542251d7c746b |
| FedProx | 33.54 | Not recorded | 6a3a1367206542251d7c746b |

### FedBABU

Average AD: 1.87. Result ID: 6a3a6d99fbc373592c37d448.

[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 AD: 3.22. Result ID: 6a3a6d99fbc373592c37d447.

[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.

### GPFL

Average AD: 3.98. Result ID: 6a3a6d99fbc373592c37d449.

[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 AD: 25.79. Result ID: 6a3a6d99fbc373592c37d44b.

[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.

### FedBN

Average AD: 30.09. Result ID: 6a3a6d99fbc373592c37d446.

[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 AD: 30.4. Result ID: 6a3a6d99fbc373592c37d44a.

[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 AD: 33.33. Result ID: 6a3a6d99fbc373592c37d445.

[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 AD: 33.54. Result ID: 6a3a6d99fbc373592c37d444.

[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.

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