Regression on Auto MPG SMM ICML-2024 benchmark suite (test)
6.2MSEMonoKAN
Evaluation results
| Method | Links | |
|---|---|---|
| MonoKANPer-edge functional interpretability=true2026.06 | 6.2 | |
| MKANPer-edge functional interpretability=true, Hard, unconstrained monotonicity=true2026.06 | 6.7 | |
| SMMHard, unconstrained monotonicity=true, Model variant=642026.06 | 7.51 | |
| LMNHard, unconstrained monotonicity=true2026.06 | 7.58 | |
| CMNNHard, unconstrained monotonicity=true2026.06 | 8.37 | |
| COMET2026.06 | 8.81 |