Regression on Bike Sharing
0.44RMSESDAMI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDAMIScale=×0.012025.09 | 0.44 | — | — | — | |
| DNNScale=×0.012025.09 | 0.459 | — | — | — | |
| LASSONETScale=×0.012025.09 | 0.468 | — | — | — | |
| NODE-GA2MScale=×0.012025.09 | 0.554 | — | — | — | |
| GAMI-NETScale=×0.012025.09 | 0.592 | — | — | — | |
| NAMScale=×0.012025.09 | 1.001 | — | — | — | |
| NODE-GAMScale=×0.012025.09 | 1.001 | — | — | — | |
| DTSemNet Top-kHeight=6, Number of features (Nf)=6, Number of training samples (Ns)=121652026.05 | 1.15 | — | — | — | |
| DTSemNet STEHeight=6, Number of features (Nf)=6, Number of training samples (Ns)=121652026.05 | 1.18 | — | — | — | |
| DGT-LinearHeight=6, Number of features (Nf)=6, Number of training samples (Ns)=121652026.05 | 1.22 | — | — | — | |
| CARTNumber of features (Nf)=6, Number of training samples (Ns)=121652026.05 | 1.22 | — | — | — | |
| LASSOScale=×0.012025.09 | 1.434 | — | — | — | |
| fSpAMScale=×0.012025.09 | 1.484 | — | — | — | |
| ChebyKANFLOPs=1140, Param.=4652024.05 | — | — | 0.0642 | — | |
| FastKANFLOPs=2409, Param.=8892024.05 | — | — | 0.0863 | — | |
| FourierKANFLOPs=2175, Param.=9402024.05 | — | — | 0.0637 | — | |
| KANFLOPs=3711, Param.=8372024.05 | — | — | 0.064 | — | |
| Non-privateDifferential Privacy=None2026.06 | — | — | — | 0.218 | |
| Offline Random Forest Regression (RFR)Training mode=Offline, Access=Unlimited access to dataset2026.02 | — | 10,259.6 | 0.676 | — | |
| PromptPATEepsilon=10, Requires public data=true2026.06 | — | — | — | 0.531 | |
| Prototype-based generative replay frameworkConfiguration=Best config, Learning mode=Incremental/Online2026.02 | — | 15,430 | 0.514 | — | |
| TabPATEepsilon=10, alpha=0, Requires public data=false2026.06 | — | — | — | 0.617 | |
| TabPATEepsilon=10, alpha=0.05, Requires public data=false2026.06 | — | — | — | 0.601 | |
| TNFLOPs=888, Param.=9192024.05 | — | — | 0.0076 | — |