# Image Classification on CIFAR-10 (Communication Efficiency Benchmarking)

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

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

Data updated: 2026-07-01T08:27:38.562Z

Evaluation of Image Classification models on CIFAR-10 focusing on communication efficiency, reporting the number of communication rounds required to reach predefined accuracy targets.

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 (Acc=70%, K=10) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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 (Acc=70%, K=10)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-communication-efficiency-benchmarking.md?metric=Communication%20Rounds%20(Acc%3D70%25%2C%20K%3D10)>): Lower is better; unit: SCALAR.

- [Communication Rounds (Acc=60%, K=100)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-communication-efficiency-benchmarking.md?metric=Communication%20Rounds%20(Acc%3D60%25%2C%20K%3D100)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds (Acc=70%, K=10) | Result date | Report paper |
| --- | --- | --- | --- |
| FedXLRP | 14 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedFed | 15 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedFTG | 28 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDyn | 29 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedProx | 32 | Not recorded | 6a449f16e0224bd4f49931e1 |
| SCAFFOLD | 33 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedSAM | 34 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXIG | 35 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDISCO | 36 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedAux | 38 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXGrad | 41 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXSG | 41 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedAvg | 49 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedGen | 51 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDF | 84 | Not recorded | 6a449f16e0224bd4f49931e1 |

### FedXLRP

Communication Rounds (Acc=70%, K=10): 14. Result ID: 6a44cf7973d097d845bf677d.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedFed

Communication Rounds (Acc=70%, K=10): 15. Result ID: 6a44cf7973d097d845bf6778.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d985.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedFTG

Communication Rounds (Acc=70%, K=10): 28. Result ID: 6a44cf7973d097d845bf6779.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDyn

Communication Rounds (Acc=70%, K=10): 29. Result ID: 6a44cf7973d097d845bf6774.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b361e209131cea2cecf.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedProx

Communication Rounds (Acc=70%, K=10): 32. Result ID: 6a44cf7973d097d845bf6773.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

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

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### SCAFFOLD

Communication Rounds (Acc=70%, K=10): 33. Result ID: 6a44cf7973d097d845bf6775.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57fa1e209131ce9aa47a.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedSAM

Communication Rounds (Acc=70%, K=10): 34. Result ID: 6a44cf7973d097d845bf6776.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35537.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXIG

Communication Rounds (Acc=70%, K=10): 35. Result ID: 6a44cf7973d097d845bf677e.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDISCO

Communication Rounds (Acc=70%, K=10): 36. Result ID: 6a44cf7973d097d845bf6777.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f951e209131cea4671a.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedAux

Communication Rounds (Acc=70%, K=10): 38. Result ID: 6a44cf7973d097d845bf677b.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693a1e209131cea20fbc.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXGrad

Communication Rounds (Acc=70%, K=10): 41. Result ID: 6a44cf7973d097d845bf677f.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXSG

Communication Rounds (Acc=70%, K=10): 41. Result ID: 6a44cf7973d097d845bf6780.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedAvg

Communication Rounds (Acc=70%, K=10): 49. Result ID: 6a44cf7973d097d845bf6772.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

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

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedGen

Communication Rounds (Acc=70%, K=10): 51. Result ID: 6a44cf7973d097d845bf677a.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260fe.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDF

Communication Rounds (Acc=70%, K=10): 84. Result ID: 6a44cf7973d097d845bf677c.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23212.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

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