# Online Time Series Forecasting on ETTm2 (Online evaluation phase) Source: [Online Time Series Forecasting on ETTm2 (Online evaluation phase)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:41.330Z Evaluation of models performing online time series forecasting on the specific online evaluation phase of the ETTm2 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) | ETTm2 (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 | 1.12 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.14 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.15 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.24 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.26 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 1.36 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | NatSR | 1.37 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.48 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | NatSR | 1.5 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | FSNET | 1.51 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.79 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.8 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.81 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | DER++ | 1.82 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OneNet | 1.84 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | ER | 1.85 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 2.01 | Not recorded | 69705d98e25ad2fa9d1ed1ea | | OGD | 2.03 | Not recorded | 69705d98e25ad2fa9d1ed1ea | ### NatSR MASE: 1.12. Result ID: 69992ef95698665ec49789f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### FSNET MASE: 1.14. Result ID: 69992ef95698665ec49789f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### OneNet MASE: 1.15. Result ID: 69992ef95698665ec49789f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### DER++ MASE: 1.24. Result ID: 69992ef95698665ec49789f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### ER MASE: 1.26. Result ID: 69992ef95698665ec49789ef. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### OGD MASE: 1.36. Result ID: 69992ef95698665ec49789ee. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"1"}. This record does not assert independent reproduction. ### NatSR MASE: 1.37. Result ID: 69992ef95698665ec49789f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### FSNET MASE: 1.48. Result ID: 69992ef95698665ec49789f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### NatSR MASE: 1.5. Result ID: 69992ef95698665ec49789ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### FSNET MASE: 1.51. Result ID: 69992ef95698665ec49789fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OneNet MASE: 1.79. Result ID: 69992ef95698665ec49789f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### ER MASE: 1.8. Result ID: 69992ef95698665ec49789f5. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### DER++ MASE: 1.81. Result ID: 69992ef95698665ec49789f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. ### DER++ MASE: 1.82. Result ID: 69992ef95698665ec49789fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OneNet MASE: 1.84. Result ID: 69992ef95698665ec49789fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### ER MASE: 1.85. Result ID: 69992ef95698665ec49789fb. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OGD MASE: 2.01. Result ID: 69992ef95698665ec49789fa. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"48"}. This record does not assert independent reproduction. ### OGD MASE: 2.03. Result ID: 69992ef95698665ec49789f4. [Reporting paper]() Recorded evaluation configuration: {"Prediction Length":"24"}. This record does not assert independent reproduction. Page 1 of 1. 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