# Differentially Private Federated Learning on Empirical Risk Minimization Theoretical

Source: [Differentially Private Federated Learning on Empirical Risk Minimization Theoretical](<https://www.sota2.com/research/sota/differentially-private-federated-learning-on-empirical-risk-minimization-theoretical>)

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

Data updated: 2026-05-19T13:43:15.082Z

Evaluation of theoretical complexity bounds, including communication costs, convergence rounds, and error guarantees (MSE), for Differentially Private Federated Learning algorithms under the Empirical Risk Minimization setting.

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 | Differentially Private Federated Learning |
| Dataset (including any stated split) | Empirical Risk Minimization Theoretical |
| Metric | MSE Error Bound |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [MSE Error Bound](<https://www.sota2.com/research/sota/differentially-private-federated-learning-on-empirical-risk-minimization-theoretical.md?metric=MSE%20Error%20Bound>): Lower is better; unit: SCALAR.

- [Effective Rounds](<https://www.sota2.com/research/sota/differentially-private-federated-learning-on-empirical-risk-minimization-theoretical.md?metric=Effective%20Rounds>): Lower is better; unit: SCALAR.

- [Total Communication Cost](<https://www.sota2.com/research/sota/differentially-private-federated-learning-on-empirical-risk-minimization-theoretical.md?metric=Total%20Communication%20Cost>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE Error Bound | Result date | Report paper |
| --- | --- | --- | --- |
| FedSGD | 2 | Not recorded | 6a0beef8dbc836b87d82c918 |
| FedHybrid | 2 | Not recorded | 6a0beef8dbc836b87d82c918 |
| FedAvg | 2 | Not recorded | 6a0beef8dbc836b87d82c918 |
| FedNewton | 2 | Not recorded | 6a0beef8dbc836b87d82c918 |

### FedSGD

MSE Error Bound: 2. Result ID: 6a0c6848fbc373592c043d7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedHybrid

MSE Error Bound: 2. Result ID: 6a0c6848fbc373592c043d7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedAvg

MSE Error Bound: 2. Result ID: 6a0c6848fbc373592c043d7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedNewton

MSE Error Bound: 2. Result ID: 6a0c6848fbc373592c043d80.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beef8dbc836b87d82c918.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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