Classification on Phoneme (Accuracy)
89.8AccuracyXGB
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBCategory=BB, Protocol=5-fold CV2026.02 | 89.8 | |
| GAMICategory=GA2M, Protocol=5-fold CV2026.02 | 87.6 | |
| KANbasis functions=fixed, tuned2025.07 | 87.39 | |
| InfinityKANbasis functions=automatically learned2025.07 | 87.21 | |
| NODECategory=GA2M, Protocol=5-fold CV2026.02 | 86.9 | |
| EB2MCategory=GA2M, Protocol=5-fold CV2026.02 | 86.3 | |
| CALMCategory=CALM, Protocol=5-fold CV2026.02 | 86.1 | |
| MLP2025.07 | 85.99 | |
| KANFLOPs=6845, Param=20162025.06 | 82.92 | |
| NS-TDFLOPs=448, Param=7782025.06 | 82.42 | |
| EBMCategory=GAM, Protocol=5-fold CV2026.02 | 82.1 | |
| NAMCategory=GAM, Protocol=5-fold CV2026.02 | 80.8 | |
| NS-SRFLOPs=864, Param=4582025.06 | 79.42 | |
| MLPFLOPs=448, Param=2502025.06 | 77.42 |