# Climate Prediction on Climate Data SD to LA (inductive)

Source: [Climate Prediction on Climate Data SD to LA (inductive)](<https://www.sota2.com/research/sota/climate-prediction-on-climate-data-sd-to-la-inductive>)

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

Data updated: 2026-02-26T05:50:36.145Z

Evaluation of models performing Climate Prediction on the Climate Data SD to LA (inductive) dataset, typically measured using 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 | Climate Prediction |
| Dataset (including any stated split) | Climate Data SD to LA (inductive) |
| Metric | MSE |
| 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](<https://www.sota2.com/research/sota/climate-prediction-on-climate-data-sd-to-la-inductive.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| DPGN | 0.7222 | Not recorded | 68fa65531e209131cea09a8e |
| GN-only | 0.8597 | Not recorded | 68fa65531e209131cea09a8e |
| DPGN | 1.1055 | Not recorded | 68fa65531e209131cea09a8e |
| GN-only | 1.517 | Not recorded | 68fa65531e209131cea09a8e |

### DPGN

MSE: 0.7222. Result ID: 698ca6c03ce6cd2163e11bf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

Recorded evaluation configuration: {"horizon":"one-step"}. This record does not assert independent reproduction.

### GN-only

MSE: 0.8597. Result ID: 698ca6c03ce6cd2163e11bf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fb1e209131cea0795e.md>)

Recorded evaluation configuration: {"horizon":"one-step"}. This record does not assert independent reproduction.

### DPGN

MSE: 1.1055. Result ID: 698ca6c03ce6cd2163e11bfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

Recorded evaluation configuration: {"horizon":"multistep"}. This record does not assert independent reproduction.

### GN-only

MSE: 1.517. Result ID: 698ca6c03ce6cd2163e11bf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09a8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fb1e209131cea0795e.md>)

Recorded evaluation configuration: {"horizon":"multistep"}. This record does not assert independent reproduction.

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