# Private Inference on MoE-Small

Source: [Private Inference on MoE-Small](<https://www.sota2.com/research/sota/private-inference-on-moe-small>)

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

Data updated: 2026-02-26T06:02:34.763Z

Evaluation of Private Inference performance metrics, specifically runtime and communication overhead, using the MoE-Small dataset.

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 | Private Inference |
| Dataset (including any stated split) | MoE-Small |
| Metric | Runtime (min) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 21 of 21 |
| 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

- [Runtime (min)](<https://www.sota2.com/research/sota/private-inference-on-moe-small.md?metric=Runtime%20(min)>): Lower is better; unit: TIME.

- [Communication (GB)](<https://www.sota2.com/research/sota/private-inference-on-moe-small.md?metric=Communication%20(GB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Runtime (min) | Result date | Report paper |
| --- | --- | --- | --- |
| SecMoE | 2.04 | Not recorded | 6965d1706343fa78c8323436 |
| SecMoE | 2.23 | Not recorded | 6965d1706343fa78c8323436 |
| SecMoE | 2.52 | Not recorded | 6965d1706343fa78c8323436 |
| SecMoE | 3.04 | Not recorded | 6965d1706343fa78c8323436 |
| SecMoE | 3.47 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 3.51 | Not recorded | 6965d1706343fa78c8323436 |
| SecMoE | 3.68 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 4.24 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 4.35 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 6.51 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 7.58 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 7.59 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 9.76 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 12.07 | Not recorded | 6965d1706343fa78c8323436 |
| BumbleBee | 13.88 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 17.4 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 35.19 | Not recorded | 6965d1706343fa78c8323436 |
| Iron | 59.14 | Not recorded | 6965d1706343fa78c8323436 |

### SecMoE

Runtime (min): 2.04. Result ID: 6996f1cf5698665ec43e6a29.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### SecMoE

Runtime (min): 2.23. Result ID: 6996f1cf5698665ec43e6a2a.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### SecMoE

Runtime (min): 2.52. Result ID: 6996f1cf5698665ec43e6a2b.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"128"}. This record does not assert independent reproduction.

### SecMoE

Runtime (min): 3.04. Result ID: 6996f1cf5698665ec43e6a2c.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### SecMoE

Runtime (min): 3.47. Result ID: 6996f1cf5698665ec43e6a2d.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 3.51. Result ID: 6996f1cf5698665ec43e6a22.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### SecMoE

Runtime (min): 3.68. Result ID: 6996f1cf5698665ec43e6a2e.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"128"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 4.24. Result ID: 6996f1cf5698665ec43e6a25.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 4.35. Result ID: 6996f1cf5698665ec43e6a1b.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 6.51. Result ID: 6996f1cf5698665ec43e6a23.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 7.58. Result ID: 6996f1cf5698665ec43e6a1c.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 7.59. Result ID: 6996f1cf5698665ec43e6a26.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 9.76. Result ID: 6996f1cf5698665ec43e6a24.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"128"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 12.07. Result ID: 6996f1cf5698665ec43e6a1d.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"LAN","Number of Experts":"128"}. This record does not assert independent reproduction.

### BumbleBee

Runtime (min): 13.88. Result ID: 6996f1cf5698665ec43e6a27.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"128"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 17.4. Result ID: 6996f1cf5698665ec43e6a1e.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"32"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 35.19. Result ID: 6996f1cf5698665ec43e6a1f.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"64"}. This record does not assert independent reproduction.

### Iron

Runtime (min): 59.14. Result ID: 6996f1cf5698665ec43e6a20.

[Reporting paper](<https://www.sota2.com/research/paper/6965d1706343fa78c8323436.md>)

Recorded evaluation configuration: {"Network Setting":"WAN","Number of Experts":"128"}. This record does not assert independent reproduction.

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