Time Series OOD Generalization on UCIHAR
94.7OOD Performance Metric 1ERIS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ERIS2025.08 | 94.7 | 84.37 | 95.05 | 94.39 | 97.42 | 93.19 | 1 | |
| MPTSNetMethod Category=General Time Series2025.08 | 94.51 | 78.08 | 93.03 | 87.2 | 96.3 | 89.82 | 4.8 | |
| PatchTSTMethod Category=General Time Series2025.08 | 94.31 | 69.67 | 94.3 | 87.76 | 93.58 | 87.92 | 6 | |
| EOW-SoftmaxMethod Category=Energy-based2025.08 | 94.15 | 84.14 | 94.55 | 93.99 | 95.7 | 92.51 | 2.6 | |
| TS-GACMethod Category=General Time Series2025.08 | 93.2 | 73.32 | 93.61 | 90.29 | 94.77 | 89.04 | 5.6 | |
| VRExMethod Category=General OOD Generalization2025.08 | 93.03 | 72.92 | 92.38 | 87.01 | 93.65 | 87.79 | 8.4 | |
| FOOGDMethod Category=General OOD Generalization2025.08 | 92.71 | 80.07 | 93.3 | 85.98 | 91.7 | 88.59 | 8 | |
| GroupDROMethod Category=General OOD Generalization2025.08 | 92.34 | 71.33 | 92.32 | 86.69 | 94.24 | 87.32 | 9.4 | |
| ELIMethod Category=Energy-based2025.08 | 91.07 | 79.48 | 80.53 | 86 | 84.31 | 84.28 | 11 | |
| EVILMethod Category=General OOD Generalization2025.08 | 89.31 | 70.82 | 85.73 | 83.95 | 92.16 | 84.39 | 10.2 | |
| EGCMethod Category=Energy-based2025.08 | 87.36 | 73.04 | 85.48 | 83.04 | 84.96 | 82.78 | 12.6 | |
| GolanMethod Category=Energy-based2025.08 | 85.45 | 74.27 | 85.18 | 85.4 | 84 | 82.86 | 12.6 | |
| SDLMethod Category=General OOD Generalization2025.08 | 85.25 | 61.6 | 92.49 | 75.34 | 82.59 | 79.43 | 13.6 | |
| AdaRNNMethod Category=Time Series OOD Generalization2025.08 | 82.83 | 60.8 | 78.13 | 69.85 | 81.86 | 77.45 | 15.2 | |
| GILEMethod Category=Time Series OOD Generalization2025.08 | 79.38 | 75.63 | 91.91 | 91.13 | 87.25 | 83.82 | 10.2 | |
| DiversifyMethod Category=Time Series OOD Generalization2025.08 | 79.25 | 55.77 | 93.61 | 66.44 | 73.91 | 70.7 | 17.6 | |
| ITSRMethod Category=Time Series OOD Generalization2025.08 | 78.8 | 80.67 | 91.97 | 86.06 | 91.33 | 86.09 | 9 | |
| TARNetMethod Category=General Time Series2025.08 | 73.43 | 56.63 | 92.03 | 93.44 | 77.68 | 78.64 | 13.2 |