# Time-series forecasting on TransnetBW 6 months (test)

Source: [Time-series forecasting on TransnetBW 6 months (test)](<https://www.sota2.com/research/sota/time-series-forecasting-on-transnetbw-6-months-test>)

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

Data updated: 2026-02-26T06:00:05.859Z

Evaluation of models performing Time-series forecasting on the test split of the TransnetBW 6 months dataset, assessed using RMSE, Training time, and Inference 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 | Time-series forecasting |
| Dataset (including any stated split) | TransnetBW 6 months (test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/time-series-forecasting-on-transnetbw-6-months-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Training Time (h)](<https://www.sota2.com/research/sota/time-series-forecasting-on-transnetbw-6-months-test.md?metric=Training%20Time%20(h)>): Lower is better; unit: TIME.

- [Inference Time (s)](<https://www.sota2.com/research/sota/time-series-forecasting-on-transnetbw-6-months-test.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| Transformer | 263.1 | Not recorded | 694b739a53fdd5c361739b96 |
| Transformer + Permutation Explainer | 263.1 | Not recorded | 694b739a53fdd5c361739b96 |
| Transformer + Custom Masker | 263.1 | Not recorded | 694b739a53fdd5c361739b96 |
| SHAPformer | 265.9 | Not recorded | 694b739a53fdd5c361739b96 |
| XGBoost | 387 | Not recorded | 694b739a53fdd5c361739b96 |
| Temporal Fusion Transformer | 390.8 | Not recorded | 694b739a53fdd5c361739b96 |
| Linear Regression | 553.7 | Not recorded | 694b739a53fdd5c361739b96 |
| Persistence baseline | 652.3 | Not recorded | 694b739a53fdd5c361739b96 |

### Transformer

RMSE: 263.1. Result ID: 699942805698665ec4ac94d3.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"SHAP values":"no"}. This record does not assert independent reproduction.

### Transformer + Permutation Explainer

RMSE: 263.1. Result ID: 699942805698665ec4ac94d4.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

Recorded evaluation configuration: {"SHAP values":"approximate"}. This record does not assert independent reproduction.

### Transformer + Custom Masker

RMSE: 263.1. Result ID: 699942805698665ec4ac94d5.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

Recorded evaluation configuration: {"SHAP values":"approximate"}. This record does not assert independent reproduction.

### SHAPformer

RMSE: 265.9. Result ID: 699942805698665ec4ac94d6.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

Recorded evaluation configuration: {"SHAP values":"exact"}. This record does not assert independent reproduction.

### XGBoost

RMSE: 387. Result ID: 699942805698665ec4ac94d1.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

Recorded evaluation configuration: {"SHAP values":"no"}. This record does not assert independent reproduction.

### Temporal Fusion Transformer

RMSE: 390.8. Result ID: 699942805698665ec4ac94d2.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68621e209131cea1ba49.md>)

Recorded evaluation configuration: {"SHAP values":"no"}. This record does not assert independent reproduction.

### Linear Regression

RMSE: 553.7. Result ID: 699942805698665ec4ac94d0.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

Recorded evaluation configuration: {"SHAP values":"no"}. This record does not assert independent reproduction.

### Persistence baseline

RMSE: 652.3. Result ID: 699942805698665ec4ac94cf.

[Reporting paper](<https://www.sota2.com/research/paper/694b739a53fdd5c361739b96.md>)

Recorded evaluation configuration: {"SHAP values":"no"}. This record does not assert independent reproduction.

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