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ResearchFormerly WizWand

Regression on California Housing (CH) (test)

0.0224MSEeM-KOFL
-0.0242830.2909630.606210.921457Sep 19, 2022Apr 3, 2023Oct 16, 2023Apr 29, 2024Nov 11, 2024May 26, 2025Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
eM-KOFL2024.040.0224—2.28—
FOMD-OMSJ=22024.040.0237—0.39—
POF-MKL2024.040.0525—2.68—
OriginalDownstream model=RF2024.090.21———
NODE-GA2M2022.090.222———
XGB2022.090.229———
Std-KANRegime=Small Regime (≈ 2000 Params), Architecture=[8, 8, 8, 1], Res.=G = 10, Params=20402025.120.2294———
GS-KANRegime=Small Regime (≈ 2000 Params), Architecture=[8, 38, 38, 1], Res.=K = 40, Params=19742025.120.2358———
Wav-KANRegime=Small Regime (≈ 2000 Params), Architecture=[8, 22, 21, 1], Res.=-, Params=19772025.120.2436———
Wav-KANRegime=Micro Regime (≈ 600 Params), Architecture=[8, 11, 10, 1], Res.=-, Params=6242025.120.2512———
Std-KANRegime=Micro Regime (≈ 600 Params), Architecture=[8, 5, 1], Res.=G = 8, Params=5852025.120.2521———
GS-KANRegime=Micro Regime (≈ 600 Params), Architecture=[8, 18, 18, 1], Res.=K = 20, Params=5742025.120.2587———
SVM2022.090.262———
GA2M EBM2022.090.265———
MLPRegime=Small Regime (≈ 2000 Params), Architecture=[8, 40, 40, 1], Res.=-, Params=20412025.120.2691———
RF2022.090.271———
SIANK=52022.090.272———
MLPRegime=Micro Regime (≈ 600 Params), Architecture=[8, 20, 20, 1], Res.=-, Params=6212025.120.2734———
SIANK=32022.090.278———
GReaTDownstream model=RF, Number of parameters=355M2024.090.28———
DNN2022.090.283———
Wav-KANRegime=Nano Regime (≈ 200 Params), Architecture=[8, 5, 5, 1], Res.=-, Params=2102025.120.2847———
GS-KANRegime=Nano Regime (≈ 200 Params), Architecture=[8, 8, 8, 1], Res.=K = 20, Params=2042025.120.2901———
Std-KANRegime=Nano Regime (≈ 200 Params), Architecture=[8, 2, 1], Res.=G = 7, Params=2162025.120.2934———
MLPRegime=Nano Regime (≈ 200 Params), Architecture=[8, 10, 10, 1], Res.=-, Params=2112025.120.2939———
SIANK=22022.090.302———
OriginalDownstream model=DT2024.090.32———
Distill-GReaTDownstream model=RF, Number of parameters=82M2024.090.32———
GReaTDownstream model=LR, Number of parameters=355M2024.090.34———
TVAEDownstream model=RF, Number of parameters=45K2024.090.35———
SIANK=12022.090.378———
GReaTDownstream model=DT, Number of parameters=355M2024.090.39———
Binary DiffusionDownstream model=RF, Number of parameters=1.5M2024.090.39———
OriginalDownstream model=LR2024.090.4———
Distill-GReaTDownstream model=DT, Number of parameters=82M2024.090.43———
TVAEDownstream model=DT, Number of parameters=45K2024.090.45———
Binary DiffusionDownstream model=DT, Number of parameters=1.5M2024.090.45———
Overfit MLP on testmode=overfitting2022.100.475———
LASSO2022.090.478———
OCD + MLPours=true2022.100.48———
ResNet2022.100.486———
MLP2022.100.499———
OCD + MLPscaling=none2022.100.5———
Binary DiffusionDownstream model=LR, Number of parameters=1.5M2024.090.55———
Distill-GReaTDownstream model=LR, Number of parameters=82M2024.090.57———
CTGANDownstream model=LR, Number of parameters=197K2024.090.61———
CTGANDownstream model=RF, Number of parameters=197K2024.090.62———
TVAEDownstream model=LR, Number of parameters=45K2024.090.65———
CTGANDownstream model=DT, Number of parameters=197K2024.090.82———
CopulaGANDownstream model=LR, Number of parameters=193K2024.090.98———
CopulaGANDownstream model=RF, Number of parameters=193K2024.090.99———
CopulaGANDownstream model=DT, Number of parameters=193K2024.091.19———
DNNModel Architecture=Neural, Interpretability Category=Uninterpretable Black-Box Baseline2022.05—0.5014——
EB2Minteraction_order=pairwise2022.05—0.4919——
EBMinteraction_order=first-order2022.05—0.5586——
EBMs (Order 1)Interaction Order=1, Model Architecture=Trees, Interpretability Category=Interpretable Baseline2022.05—0.5586——
EBMs (Order 2)Interaction Order=2, Model Architecture=Trees, Interpretability Category=Interpretable Baseline2022.05—0.4919——
Linear2022.05—0.7354——
Linear (Order 1)Interaction Order=1, Model Architecture=Linear, Interpretability Category=Interpretable Baseline2022.05—0.7354——
Linear (Order 2)Interaction Order=2, Model Architecture=Linear, Interpretability Category=Interpretable Baseline2022.05—0.7293——
MLP2022.05—0.5014——
NA2Minteraction_order=pairwise2022.05—0.4921——
NAMInteraction Order=1, Model Architecture=Neural, Interpretability Category=Interpretable Baseline2022.05—0.5721——
NAMinteraction_order=first-order2022.05—0.5721——
NB2Minteraction_order=pairwise2022.05—0.4779——
NBMinteraction_order=first-order2022.05—0.5638——
SPAM (Linear, Order 2)Interaction Order=2, Model Architecture=Linear, Interpretability Category=Our Interpretable Model2022.05—0.6474——
SPAM (Linear, Order 3)Interaction Order=3, Model Architecture=Linear, Interpretability Category=Our Interpretable Model2022.05—0.641——
SPAM (Neural, Order 2)Interaction Order=2, Model Architecture=Neural, Interpretability Category=Our Interpretable Model2022.05—0.4914——
SPAM (Neural, Order 3)Interaction Order=3, Model Architecture=Neural, Interpretability Category=Our Interpretable Model2022.05—0.4865——
XGBoostModel Architecture=Trees, Interpretability Category=Uninterpretable Black-Box Baseline2022.05—0.4428——
XGBoost2022.05—0.4428——