# Long-term forecasting on ENN Natural Gas Heating Station (test) Source: [Long-term forecasting on ENN Natural Gas Heating Station (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:47.809Z Evaluation of models performing Long-term Time Series Forecasting on the test split of the ENN Natural Gas Heating Station dataset, assessed using MSE and MAE. 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 | Long-term forecasting | | Dataset (including any stated split) | ENN Natural Gas Heating Station (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | HiMTM | 0.202 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.225 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.272 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.287 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.295 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.322 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.344 | Not recorded | 68fa744d1e209131cea60e5e | | HiMTM | 0.364 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.377 | Not recorded | 68fa744d1e209131cea60e5e | | PatchTST\* | 0.401 | Not recorded | 68fa744d1e209131cea60e5e | ### HiMTM MSE: 0.202. Result ID: 69933b523a6c31484914947c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"7","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.225. Result ID: 69933b523a6c314849149481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"7","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.272. Result ID: 69933b523a6c31484914947d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.287. Result ID: 69933b523a6c314849149482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.295. Result ID: 69933b523a6c314849149480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"Avg","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.322. Result ID: 69933b523a6c314849149485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"Avg","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.344. Result ID: 69933b523a6c31484914947e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### HiMTM MSE: 0.364. Result ID: 69933b523a6c31484914947f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.377. Result ID: 69933b523a6c314849149483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. ### PatchTST\* MSE: 0.401. Result ID: 69933b523a6c314849149484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60","Zero-shot learning":"true","Pre-trained":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.