# Multimodal Federated Learning on ActionSense 100 communication rounds

Source: [Multimodal Federated Learning on ActionSense 100 communication rounds](<https://www.sota2.com/research/sota/multimodal-federated-learning-on-actionsense-100-communication-rounds>)

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

Data updated: 2026-03-12T08:03:46.331Z

Evaluation of Multimodal Federated Learning performance using the ActionSense 100 communication rounds dataset, focusing on system efficiency metrics like training and communication time.

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 | Multimodal Federated Learning |
| Dataset (including any stated split) | ActionSense 100 communication rounds |
| Metric | Training Time (mins) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Training Time (mins)](<https://www.sota2.com/research/sota/multimodal-federated-learning-on-actionsense-100-communication-rounds.md?metric=Training%20Time%20(mins)>): Lower is better; unit: TIME.

- [Communication Time (mins)](<https://www.sota2.com/research/sota/multimodal-federated-learning-on-actionsense-100-communication-rounds.md?metric=Communication%20Time%20(mins)>): Lower is better; unit: TIME.

- [Total Time (mins)](<https://www.sota2.com/research/sota/multimodal-federated-learning-on-actionsense-100-communication-rounds.md?metric=Total%20Time%20(mins)>): Lower is better; unit: TIME.

## Recorded results

| Method | Training Time (mins) | Result date | Report paper |
| --- | --- | --- | --- |
| MFedMC | 19.13 | Not recorded | 68fa72051e209131cea542ce |
| MFedMC | 19.52 | Not recorded | 68fa72051e209131cea542ce |
| MFedMC | 23.56 | Not recorded | 68fa72051e209131cea542ce |
| MFedMC | 23.57 | Not recorded | 68fa72051e209131cea542ce |
| MMFed | 27.03 | Not recorded | 68fa72051e209131cea542ce |
| FLASH | 27.77 | Not recorded | 68fa72051e209131cea542ce |
| FedMultimodal | 29.44 | Not recorded | 68fa72051e209131cea542ce |
| FL-FD | 31.11 | Not recorded | 68fa72051e209131cea542ce |
| Harmony | 37.6 | Not recorded | 68fa72051e209131cea542ce |

### MFedMC

Training Time (mins): 19.13. Result ID: 69b271e96dbb7075b95cd7f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Joint Selection":"Disabled"}. This record does not assert independent reproduction.

### MFedMC

Training Time (mins): 19.52. Result ID: 69b271e96dbb7075b95cd7ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Modality Selection":"Disabled"}. This record does not assert independent reproduction.

### MFedMC

Training Time (mins): 23.56. Result ID: 69b271e96dbb7075b95cd7f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

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

### MFedMC

Training Time (mins): 23.57. Result ID: 69b271e96dbb7075b95cd7f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Client Selection":"Disabled"}. This record does not assert independent reproduction.

### MMFed

Training Time (mins): 27.03. Result ID: 69b271e96dbb7075b95cd7eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

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

### FLASH

Training Time (mins): 27.77. Result ID: 69b271e96dbb7075b95cd7ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

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

### FedMultimodal

Training Time (mins): 29.44. Result ID: 69b271e96dbb7075b95cd7ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc71e209131cea47574.md>)

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

### FL-FD

Training Time (mins): 31.11. Result ID: 69b271e96dbb7075b95cd7ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

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

### Harmony

Training Time (mins): 37.6. Result ID: 69b271e96dbb7075b95cd7ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

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

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