Time-series Classification on UCI-HAR
96.9AccuracyDependableHD
Evaluation results
| Method | Links | |
|---|---|---|
| DependableHDEnc. type=RP, Format=INT162026.03 | 96.9 | |
| RFF-HDCEnc. type=CB, Format=BP/FP322026.03 | 96.6 | |
| CNNEnc. type=-, Format=-2026.03 | 95.6 | |
| TrainableHDEnc. type=NL, Format=INT8/FP322026.03 | 95.5 | |
| LeHDCEnc. type=BNN, Format=BP/FP322026.03 | 95.2 | |
| Binary MM-HDC (OvO)Enc. type=NL, Format=FP322026.03 | 94.8 | |
| Linear C-SVMEnc. type=-, Format=-2026.03 | 94.7 | |
| MLPEnc. type=-, Format=-2026.03 | 94.6 | |
| FedHDCEnc. type=NL, Format=BP/FP322026.03 | 94.5 | |
| OnlineHDEnc. type=NL, Format=FP322026.03 | 93.4 | |
| Perceptron-based HDCEnc. type=NL, Format=FP322026.03 | 93.3 | |
| XGBoostEnc. type=-, Format=-2026.03 | 93.2 | |
| TiViT-HZero-shot=true2026.02 | 91.75 | |
| MantisV2Zero-shot=true2026.02 | 91.45 | |
| TiConvNextZero-shot=true2026.02 | 91.18 | |
| MantisFamily=TS Classification FMs2025.02 | 90.13 | |
| Mantis+Zero-shot=true2026.02 | 89.62 | |
| TiViT-HFamily=Vision FMs2025.02 | 89.36 | |
| TiConvNextFamily=Vision FMs2025.02 | 89.18 | |
| TiRexZero-shot=true2026.02 | 88.87 | |
| Chronos2Family=TS Forecasting FMs2025.02 | 88.73 | |
| NuTimeFamily=TS Classification FMs2025.02 | 88.42 | |
| Chronos2Zero-shot=true2026.02 | 88.09 | |
| NuTimeZero-shot=true2026.02 | 88.06 | |
| MOMENTFamily=TS Forecasting FMs2025.02 | 87.82 | |
| TiRexFamily=TS Forecasting FMs2025.02 | 87.44 | |
| MOMENTZero-shot=true2026.02 | 86.19 | |
| Catch22+Zero-shot=true2026.02 | 84.83 | |
| Catch22+Family=Stats2025.02 | 82.73 | |
| TabICLZero-shot=true2026.02 | 81.57 | |
| TabICLFamily=Tabular FMs2025.02 | 81.57 | |
| TabPFNZero-shot=true2026.02 | 80.9 | |
| TabPFNFamily=Tabular FMs2025.02 | 80.9 | |
| FEROMAalpha=0.42026.02 | 61.5 | |
| FEROMAalpha=0.62026.02 | 58 | |
| FEROMAalpha=0.52026.02 | 53.9 | |
| FEROMAalpha=0.82026.02 | 53.4 | |
| FEROMAalpha=0.72026.02 | 50.9 | |
| APFLalpha=0.82026.02 | 50 | |
| APFLalpha=0.72026.02 | 46.6 | |
| APFLalpha=0.62026.02 | 46.2 | |
| ATPalpha=0.82026.02 | 45.1 | |
| CFLalpha=0.72026.02 | 44.6 | |
| ATPalpha=0.72026.02 | 43.9 | |
| FedAvgalpha=0.82026.02 | 43 | |
| FedEMalpha=0.82026.02 | 43 | |
| FedRCalpha=0.82026.02 | 42.9 | |
| APFLalpha=0.52026.02 | 42.4 | |
| IFCAalpha=0.82026.02 | 42 | |
| CFLalpha=0.82026.02 | 41.5 | |
| ATPalpha=0.62026.02 | 41.3 | |
| FedEMalpha=0.72026.02 | 41.2 | |
| FedRCalpha=0.72026.02 | 41.1 | |
| FedRCalpha=0.62026.02 | 40.5 | |
| FedEMalpha=0.62026.02 | 40.5 | |
| ATPalpha=0.52026.02 | 40.4 | |
| IFCAalpha=0.72026.02 | 40.4 | |
| CFLalpha=0.62026.02 | 40.1 | |
| FeSEMalpha=0.82026.02 | 40.1 | |
| FedRCalpha=0.42026.02 | 39.9 | |
| FedEMalpha=0.42026.02 | 39.9 | |
| CFLalpha=0.52026.02 | 39.3 | |
| FedRCalpha=0.52026.02 | 39.1 | |
| FedEMalpha=0.52026.02 | 39.1 | |
| FedDriftalpha=0.82026.02 | 39.1 | |
| IFCAalpha=0.62026.02 | 39 | |
| FedDriftalpha=0.62026.02 | 38.9 | |
| CFLalpha=0.42026.02 | 38.5 | |
| ATPalpha=0.42026.02 | 38.3 | |
| FedDriftalpha=0.72026.02 | 38.3 | |
| FeSEMalpha=0.72026.02 | 38.1 | |
| FedDriftalpha=0.52026.02 | 37.9 | |
| FedAvgalpha=0.72026.02 | 37.7 | |
| FedAvgalpha=0.42026.02 | 37.3 | |
| IFCAalpha=0.52026.02 | 37.3 | |
| FedAvgalpha=0.62026.02 | 36.9 | |
| pFedMealpha=0.82026.02 | 36.2 | |
| APFLalpha=0.42026.02 | 35.5 | |
| FeSEMalpha=0.52026.02 | 35.5 | |
| FedAvgalpha=0.52026.02 | 35.1 | |
| FeSEMalpha=0.62026.02 | 34.8 | |
| IFCAalpha=0.42026.02 | 34 | |
| FedDriftalpha=0.42026.02 | 32 | |
| pFedMealpha=0.72026.02 | 30.9 | |
| pFedMealpha=0.62026.02 | 30.7 | |
| pFedMealpha=0.42026.02 | 26.5 | |
| pFedMealpha=0.52026.02 | 25.6 | |
| FeSEMalpha=0.42026.02 | 24.2 |