# Image Classification on CIFAR-10 (Communication Rounds)

Source: [Image Classification on CIFAR-10 (Communication Rounds)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-communication-rounds>)

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

Data updated: 2026-07-09T06:36:39.230Z

Evaluation of Image Classification performance on the CIFAR-10 dataset, specifically measuring communication efficiency, such as the number of communication rounds required for convergence in distributed or federated learning settings.

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 | Image Classification |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Communication Rounds |
| Unit | SCALAR |
| 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

- [Communication Rounds](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-communication-rounds.md?metric=Communication%20Rounds>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds | Result date | Report paper |
| --- | --- | --- | --- |
| FedRO | 70 | Not recorded | 68fa6fd81e209131cea47948 |
| SHARE | 76 | Not recorded | 68fa6fd81e209131cea47948 |
| FedAvg | 87 | Not recorded | 68fa6fd81e209131cea47948 |
| FedProx | 96 | Not recorded | 68fa6fd81e209131cea47948 |
| FedRO | 1240 | Not recorded | 68fa6fd81e209131cea47948 |
| SHARE | 1320 | Not recorded | 68fa6fd81e209131cea47948 |
| FedProx | 1658 | Not recorded | 68fa6fd81e209131cea47948 |
| FedAvg | 1714 | Not recorded | 68fa6fd81e209131cea47948 |

### FedRO

Communication Rounds: 70. Result ID: 6a4f416a60b88bb339e41385.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

Recorded evaluation configuration: {"sigma":"0.8"}. This record does not assert independent reproduction.

### SHARE

Communication Rounds: 76. Result ID: 6a4f416a60b88bb339e41383.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

Recorded evaluation configuration: {"sigma":"0.8"}. This record does not assert independent reproduction.

### FedAvg

Communication Rounds: 87. Result ID: 6a4f416a60b88bb339e4137f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"sigma":"0.8"}. This record does not assert independent reproduction.

### FedProx

Communication Rounds: 96. Result ID: 6a4f416a60b88bb339e41381.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

Recorded evaluation configuration: {"sigma":"0.8"}. This record does not assert independent reproduction.

### FedRO

Communication Rounds: 1240. Result ID: 6a4f416a60b88bb339e41384.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

Recorded evaluation configuration: {"sigma":"1.0"}. This record does not assert independent reproduction.

### SHARE

Communication Rounds: 1320. Result ID: 6a4f416a60b88bb339e41382.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

Recorded evaluation configuration: {"sigma":"1.0"}. This record does not assert independent reproduction.

### FedProx

Communication Rounds: 1658. Result ID: 6a4f416a60b88bb339e41380.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

Recorded evaluation configuration: {"sigma":"1.0"}. This record does not assert independent reproduction.

### FedAvg

Communication Rounds: 1714. Result ID: 6a4f416a60b88bb339e4137e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"sigma":"1.0"}. This record does not assert independent reproduction.

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