Human Activity Recognition on HAPT
70.5Macro-F1KAN-MLP-Mixer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| KAN-MLP-Mixer2026.05 | 70.5 | — | — | — | |
| EfficientKAN (K-M-M)KAN variant=EfficientKAN, Architecture configuration=K-M-M2026.05 | 69.8 | — | — | — | |
| LarctanKAN (M-M-K)KAN variant=LarctanKAN, Architecture configuration=M-M-K2026.05 | 69.8 | — | — | — | |
| KAN (K-M-M)KAN variant=KAN, Architecture configuration=K-M-M2026.05 | 69.7 | — | — | — | |
| KAN (M-M-K)KAN variant=KAN, Architecture configuration=M-M-K2026.05 | 69.7 | — | — | — | |
| EfficientKAN (M-M-K)KAN variant=EfficientKAN, Architecture configuration=M-M-K2026.05 | 69.6 | — | — | — | |
| MLPHAR2026.05 | 68.5 | — | — | — | |
| LarctanKAN (K-M-M)KAN variant=LarctanKAN, Architecture configuration=K-M-M2026.05 | 68.2 | — | — | — | |
| FastKAN (M-M-K)KAN variant=FastKAN, Architecture configuration=M-M-K2026.05 | 67.3 | — | — | — | |
| FastKAN (K-M-M)KAN variant=FastKAN, Architecture configuration=K-M-M2026.05 | 67.2 | — | — | — | |
| FastKAN (M-K-M)KAN variant=FastKAN, Architecture configuration=M-K-M2026.05 | 65.7 | — | — | — | |
| FourierKAN (M-K-M)KAN variant=FourierKAN, Architecture configuration=M-K-M2026.05 | 64.3 | — | — | — | |
| FourierKAN (K-M-M)KAN variant=FourierKAN, Architecture configuration=K-M-M2026.05 | 64.1 | — | — | — | |
| FourierKAN (M-M-K)KAN variant=FourierKAN, Architecture configuration=M-M-K2026.05 | 61.5 | — | — | — | |
| WavKAN (K-M-M)KAN variant=WavKAN, Architecture configuration=K-M-M2026.05 | 61 | — | — | — | |
| WavKAN (M-M-K)KAN variant=WavKAN, Architecture configuration=M-M-K2026.05 | 60.9 | — | — | — | |
| LarctanKAN (M-K-M)KAN variant=LarctanKAN, Architecture configuration=M-K-M2026.05 | 56.3 | — | — | — | |
| WavKAN (M-K-M)KAN variant=WavKAN, Architecture configuration=M-K-M2026.05 | 56.2 | — | — | — | |
| KAN (M-K-M)KAN variant=KAN, Architecture configuration=M-K-M2026.05 | 48.7 | — | — | — | |
| EfficientKAN (M-K-M)KAN variant=EfficientKAN, Architecture configuration=M-K-M2026.05 | 48.6 | — | — | — | |
| Attend-Discriminate2026.05 | — | — | 81.95 | 93.4 | |
| Conv-Transformer2026.05 | — | — | 83.97 | 93.41 | |
| ConvBoost2026.05 | — | — | 85.17 | 93.59 | |
| DeepConvLSTM2026.05 | — | — | 82 | 92.11 | |
| DeepSense2026.05 | — | — | 86.34 | 93.36 | |
| Dynamic-WHAR2026.05 | — | — | 83.12 | 93.58 | |
| Global Fusion2026.05 | — | — | 84.66 | 94.04 | |
| IF-Conv-Transformer2026.05 | — | — | 85.35 | 94.23 | |
| Transformer Encoder2026.05 | — | — | 81.82 | 91.93 | |
| TSF2026.05 | — | — | 85.89 | 94.74 |