# Federated Learning Utility Estimation on CIFAR-10

Source: [Federated Learning Utility Estimation on CIFAR-10](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10>)

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

Data updated: 2026-02-26T05:34:45.702Z

Evaluation of utility estimation performance in a federated learning setting on the CIFAR-10 dataset, focusing on agent-specific and aggregate utility metrics.

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 | Federated Learning Utility Estimation |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Agent Utility (Agent 0) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Agent Utility (Agent 0)](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Agent%20Utility%20(Agent%200)>): Higher is better; unit: SCALAR.

- [Agent Utility (Agent 1)](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Agent%20Utility%20(Agent%201)>): Higher is better; unit: SCALAR.

- [Agent Utility (Agent 2)](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Agent%20Utility%20(Agent%202)>): Higher is better; unit: SCALAR.

- [Average Utility](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Average%20Utility>): Higher is better; unit: SCALAR.

- [Multi-Agent Utility](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Multi-Agent%20Utility>): Higher is better; unit: SCALAR.

- [Utility Inequality Ratio](<https://www.sota2.com/research/sota/federated-learning-utility-estimation-on-cifar-10.md?metric=Utility%20Inequality%20Ratio>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Agent Utility (Agent 0) | Result date | Report paper |
| --- | --- | --- | --- |
| CoreFed | 1.63 | Not recorded | 68fa6dde1e209131cea3c94b |
| FedAvg | 0.25 | Not recorded | 68fa6dde1e209131cea3c94b |

### CoreFed

Agent Utility (Agent 0): 1.63. Result ID: 698ff98a3a6c314849fd2ea9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dde1e209131cea3c94b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dde1e209131cea3c94b.md>)

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

### FedAvg

Agent Utility (Agent 0): 0.25. Result ID: 698ff98a3a6c314849fd2ea8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dde1e209131cea3c94b.md>)

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

Recorded evaluation configuration: {"Backbone":"VGG-11"}. This record does not assert independent reproduction.

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