# Few-shot Sinusoid Regression on Sinusoid 490 meta-test tasks 10-shot (test)

Source: [Few-shot Sinusoid Regression on Sinusoid 490 meta-test tasks 10-shot (test)](<https://www.sota2.com/research/sota/few-shot-sinusoid-regression-on-sinusoid-490-meta-test-tasks-10-shot-test>)

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

Data updated: 2026-02-26T05:35:30.376Z

Evaluation of models performing Few-shot Sinusoid Regression on the 10-shot meta-test split (490 tasks) of the Sinusoid dataset, measured using Average, Worst, and CVaR Mean Squared Error (MSE).

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 | Few-shot Sinusoid Regression |
| Dataset (including any stated split) | Sinusoid 490 meta-test tasks 10-shot (test) |
| Metric | Average MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Average MSE](<https://www.sota2.com/research/sota/few-shot-sinusoid-regression-on-sinusoid-490-meta-test-tasks-10-shot-test.md?metric=Average%20MSE>): Lower is better; unit: SCALAR.

- [Worst MSE](<https://www.sota2.com/research/sota/few-shot-sinusoid-regression-on-sinusoid-490-meta-test-tasks-10-shot-test.md?metric=Worst%20MSE>): Lower is better; unit: SCALAR.

- [CVaR MSE](<https://www.sota2.com/research/sota/few-shot-sinusoid-regression-on-sinusoid-490-meta-test-tasks-10-shot-test.md?metric=CVaR%20MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Average MSE | Result date | Report paper |
| --- | --- | --- | --- |
| DR-MAML | 0.54 | Not recorded | 68fa70b61e209131cea4cbd4 |
| MAML | 0.66 | Not recorded | 68fa70b61e209131cea4cbd4 |
| TR-MAML | 0.77 | Not recorded | 68fa70b61e209131cea4cbd4 |

### DR-MAML

Average MSE: 0.54. Result ID: 699155353a6c3148490760df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b61e209131cea4cbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b61e209131cea4cbd4.md>)

[Implementation](<https://github.com/lgcollins/tr-maml>)

Recorded evaluation configuration: {"shots":10,"alpha":0.7}. This record does not assert independent reproduction.

### MAML

Average MSE: 0.66. Result ID: 699155353a6c3148490760dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b61e209131cea4cbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"shots":10,"alpha":0.7}. This record does not assert independent reproduction.

### TR-MAML

Average MSE: 0.77. Result ID: 699155353a6c3148490760de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b61e209131cea4cbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57051e209131ce9a1c56.md>)

Recorded evaluation configuration: {"shots":10,"alpha":0.7}. This record does not assert independent reproduction.

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