# Online Time Series Forecasting on ETTh2 (Online evaluation phase) Source: [Online Time Series Forecasting on ETTh2 (Online evaluation phase)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:41.083Z Evaluation of models performing online time series forecasting on the specific online evaluation phase of the ETTh2 dataset, measured using metrics such as MASE. 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 | Online time series forecasting | | Dataset (including any stated split) | ETTh2 (Online evaluation phase) | | Metric | MASE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [MASE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MASE | Result date | Report paper | | --- | --- | --- | --- | | NatSR | 1.01 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.06 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.08 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.09 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.1 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 1.14 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | NatSR | 1.23 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.37 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | NatSR | 1.39 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.48 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.56 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.6 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.6 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.61 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.61 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.62 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 1.63 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 1.65 | Not recorded | 69705d98e25ad2fa9d1ed1ea | ### NatSR MASE: 1.01. Result ID: 69992ef95698665ec49789cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### OneNet MASE: 1.06. Result ID: 69992ef95698665ec49789ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### DER++ MASE: 1.08. Result ID: 69992ef95698665ec49789cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### ER MASE: 1.09. Result ID: 69992ef95698665ec49789cb. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### FSNET MASE: 1.1. Result ID: 69992ef95698665ec49789cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### OGD MASE: 1.14. Result ID: 69992ef95698665ec49789ca. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### NatSR MASE: 1.23. Result ID: 69992ef95698665ec49789d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### FSNET MASE: 1.37. Result ID: 69992ef95698665ec49789d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### NatSR MASE: 1.39. Result ID: 69992ef95698665ec49789db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### FSNET MASE: 1.48. Result ID: 69992ef95698665ec49789d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OneNet MASE: 1.56. Result ID: 69992ef95698665ec49789d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### ER MASE: 1.6. Result ID: 69992ef95698665ec49789d1. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### DER++ MASE: 1.6. Result ID: 69992ef95698665ec49789d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### DER++ MASE: 1.61. Result ID: 69992ef95698665ec49789d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OneNet MASE: 1.61. Result ID: 69992ef95698665ec49789da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### ER MASE: 1.62. Result ID: 69992ef95698665ec49789d7. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OGD MASE: 1.63. Result ID: 69992ef95698665ec49789d6. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OGD MASE: 1.65. Result ID: 69992ef95698665ec49789d0. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. Page 1 of 1. 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