Time Series OOD Generalization on UniMiB-SHAR
59.59OOD Result 1 ScoreERIS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ERIS2025.08 | 59.59 | 49.34 | 70.6 | 41.41 | 55.23 | 2 | |
| EOW-SoftmaxMethod Category=Energy-based2025.08 | 57.07 | 43.85 | 70.13 | 41.31 | 53.09 | 4.25 | |
| FOOGDMethod Category=General OOD Generalization2025.08 | 55.02 | 47.99 | 66.57 | 43.41 | 53.25 | 3.25 | |
| ITSRMethod Category=Time Series OOD Generalization2025.08 | 51.67 | 50.6 | 58.95 | 43.15 | 51.1 | 4.75 | |
| DiversifyMethod Category=Time Series OOD Generalization2025.08 | 50.94 | 46.04 | 57.7 | 41.68 | 49.09 | 6.75 | |
| GILEMethod Category=Time Series OOD Generalization2025.08 | 46.93 | 47.97 | 66.82 | 37.38 | 49.77 | 7 | |
| MPTSNetMethod Category=General Time Series2025.08 | 46.36 | 47.14 | 70.07 | 41.28 | 51.21 | 5.25 | |
| EVILMethod Category=General OOD Generalization2025.08 | 45.37 | 45.42 | 64.53 | 39.28 | 48.65 | 9 | |
| PatchTSTMethod Category=General Time Series2025.08 | 45.26 | 42.89 | 69.08 | 39.94 | 49.29 | 7.5 | |
| TS-GACMethod Category=General Time Series2025.08 | 44.74 | 42.99 | 65.99 | 39.47 | 48.3 | 9 | |
| GroupDROMethod Category=General OOD Generalization2025.08 | 43.91 | 38.6 | 64.28 | 39.67 | 46.61 | 11 | |
| VRExMethod Category=General OOD Generalization2025.08 | 43.91 | 39.87 | 65.92 | 39.87 | 47.39 | 10 | |
| SDLMethod Category=General OOD Generalization2025.08 | 42.71 | 41.48 | 64.68 | 38.73 | 46.9 | 11.25 | |
| TARNetMethod Category=General Time Series2025.08 | 36.15 | 34.17 | 42.77 | 33.5 | 36.65 | 15.25 | |
| ELIMethod Category=Energy-based2025.08 | 35.63 | 28.27 | 40.07 | 34.43 | 34.6 | 15.5 | |
| AdaRNNMethod Category=Time Series OOD Generalization2025.08 | 34.95 | 36.23 | 39.41 | 33.96 | 36.14 | 15.75 | |
| GolanMethod Category=Energy-based2025.08 | 32.46 | 32 | 28.79 | 34.81 | 32.02 | 16 | |
| EGCMethod Category=Energy-based2025.08 | 19.72 | 20.6 | 19.48 | 34.2 | 23.5 | 17.5 |