Time Series OOD Generalization on EMG
73.59Accuracy 1ERIS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ERIS2025.08 | 73.59 | 49.11 | 65.12 | 85.87 | 68.42 | 1 | |
| ITSRMethod Category=Time Series OOD Generalization2025.08 | 67.17 | 48.8 | 62.21 | 82.89 | 65.27 | 2.25 | |
| EOW-SoftmaxMethod Category=Energy-based2025.08 | 65.03 | 44.6 | 64.4 | 78.66 | 63.17 | 3.5 | |
| EVILMethod Category=General OOD Generalization2025.08 | 61.63 | 47.38 | 51.68 | 60.4 | 55.27 | 5.75 | |
| FOOGDMethod Category=General OOD Generalization2025.08 | 56.93 | 45.88 | 59.84 | 77.91 | 60.14 | 5.25 | |
| EGCMethod Category=Energy-based2025.08 | 54.44 | 38.96 | 36.96 | 40.64 | 42.75 | 14 | |
| ELIMethod Category=Energy-based2025.08 | 52.27 | 34.98 | 48.96 | 45.1 | 45.33 | 12.75 | |
| AdaRNNMethod Category=Time Series OOD Generalization2025.08 | 52.09 | 44.09 | 57.68 | 54.62 | 52.12 | 7.75 | |
| TARNetMethod Category=General Time Series2025.08 | 50.59 | 48.46 | 44.77 | 57.5 | 50.33 | 8 | |
| GolanMethod Category=Energy-based2025.08 | 49.83 | 48.74 | 61.87 | 68.08 | 57.13 | 5.5 | |
| DiversifyMethod Category=Time Series OOD Generalization2025.08 | 48.99 | 42.52 | 45.12 | 63.85 | 50.12 | 9.5 | |
| TS-GACMethod Category=General Time Series2025.08 | 48.88 | 43.04 | 41.51 | 52.51 | 46.48 | 11 | |
| PatchTSTMethod Category=General Time Series2025.08 | 48.24 | 43.78 | 40 | 51.45 | 45.87 | 12 | |
| VRExMethod Category=General OOD Generalization2025.08 | 45.03 | 38.64 | 39.3 | 48.37 | 42.84 | 15 | |
| GroupDROMethod Category=General OOD Generalization2025.08 | 44.5 | 38.54 | 39.31 | 49.43 | 42.94 | 15.25 | |
| SDLMethod Category=General OOD Generalization2025.08 | 43.96 | 39.59 | 38.26 | 47.79 | 42.4 | 15.5 | |
| MPTSNetMethod Category=General Time Series2025.08 | 43.86 | 41.57 | 51.52 | 51.64 | 47.15 | 12 | |
| GILEMethod Category=Time Series OOD Generalization2025.08 | 39.27 | 38.57 | 40.45 | 50.85 | 42.28 | 15 |