INR Classification on CIFAR-10 (test)
42.2AccuracyWS-KAN
Evaluation results
| Method | Links | |
|---|---|---|
| WS-KAN2026.02 | 42.2 | |
| Monomial-NFN QuasiParameter scaling=≈ 3% params ++2026.04 | 35.32 | |
| SetTrans2026.02 | 34.3 | |
| Monomial-NFN tunedParameter scaling=≈ 3% params++2026.04 | 34.26 | |
| Monomial-NFN2026.04 | 34.23 | |
| NP2026.04 | 33.74 | |
| DMC2026.02 | 33 | |
| HNP2026.04 | 31.61 | |
| MLPWeight Alignment=true2026.02 | 30 | |
| MLPData Augmentation=true2026.02 | 28.2 | |
| DS2026.02 | 23.2 | |
| MLP2026.02 | 16.8 | |
| MLP2026.04 | 10.48 |