# Hardware-aware Model Selection on iPhone 13 mini (val)

Source: [Hardware-aware Model Selection on iPhone 13 mini (val)](<https://www.sota2.com/research/sota/hardware-aware-model-selection-on-iphone-13-mini-val>)

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

Data updated: 2026-05-18T08:30:48.119Z

Evaluation of hardware-aware model selection performance on the iPhone 13 mini validation set, focusing on latency and tradeoff 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 | Hardware-aware Model Selection |
| Dataset (including any stated split) | iPhone 13 mini (val) |
| Metric | Median Latency (ms) |
| Unit | TIME |
| Direction | Lower 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

- [Median Latency (ms)](<https://www.sota2.com/research/sota/hardware-aware-model-selection-on-iphone-13-mini-val.md?metric=Median%20Latency%20(ms)>): Lower is better; unit: TIME.

- [Tradeoff Score](<https://www.sota2.com/research/sota/hardware-aware-model-selection-on-iphone-13-mini-val.md?metric=Tradeoff%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Median Latency (ms) | Result date | Report paper |
| --- | --- | --- | --- |
| HW-NAS with 10 Latency Probes | 0.2261 | Not recorded | 68fa77b31e209131cea74d66 |
| HELP-EA | 0.2477 | Not recorded | 68fa77b31e209131cea74d66 |

### HW-NAS with 10 Latency Probes

Median Latency (ms): 0.2261. Result ID: 6a0ace2e47f34ce924f0f0ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b31e209131cea74d66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b31e209131cea74d66.md>)

Recorded evaluation configuration: {"Measurements":"20"}. This record does not assert independent reproduction.

### HELP-EA

Median Latency (ms): 0.2477. Result ID: 6a0ace2e47f34ce924f0f0ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77b31e209131cea74d66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b611e209131cea2de3e.md>)

Recorded evaluation configuration: {"Measurements":"20"}. This record does not assert independent reproduction.

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