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Multiclass classification on TALENT Multiclass (> 10 classes) Full (avg across datasets)

3.75Rank

RealMLP

Updated 11d ago

Evaluation Results

Method	Links
RealMLP 2025.08		3.75	73	96.4	8.33	50	91.7	91.7	16.4
xRFM 2025.08		5.46	71.8	94.9	25	50	66.7	83.3	18.3
TabR 2025.08		6	72	94.8	16.7	50	50	66.7	17.2
ResNet 2025.08		6.33	72	94.9	0	16.7	50	83.3	17.8
ModernNCA 2025.08		6.83	71.3	91.3	33.3	41.7	50	83.3	16.8
FTT 2025.08		8.79	70.9	91.9	0	8.33	25	50	18.7
MLP-PLR 2025.08		8.79	71.2	92.5	0	0	25	50	18.5
MLP 2025.08		9.58	71	92.2	0	0	8.33	41.7	19
Laplace KRR 2025.08		10.8	67.9	88.9	0	16.7	41.7	50	21.8
DCN2 2025.08		11.2	70.7	91.5	0	8.33	8.33	8.33	19.3
AutoInt 2025.08		12.2	70.1	89.9	0	0	0	16.7	19.4
SNN 2025.08		12.2	70.4	90.6	0	0	0	33.3	19.7
CatBoost 2025.08		12.8	67.9	84.2	8.33	25	33.3	33.3	21.8
Danets 2025.08		15.9	68.7	88.2	0	0	0	0	21.5
Tangos 2025.08		16.1	66	82.3	0	8.33	8.33	16.7	22.5
XGBoost 2025.08		16.2	67.8	87.4	8.33	8.33	8.33	25	23.6
Excelformer 2025.08		16.6	67.5	85.1	0	0	0	16.7	21.7
TabCaps 2025.08		16.8	67	85.3	0	0	0	0	23.1
LightGBM 2025.08		16.9	66.8	85	0	0	0	16.7	26.1
PTARL 2025.08		18.7	65.6	82.3	0	0	0	0	23.3
kNN 2025.08		20.2	63.7	80	0	0	0	8.33	27.3
RandomForest 2025.08		20.7	62	78.2	0	8.33	8.33	8.33	31.1
TabTransformer 2025.08		20.8	58.2	70.2	0	0	8.33	8.33	30.7
LogReg 2025.08		22	53.8	62.2	0	0	0	0	33.8
SVM 2025.08		25.1	48.6	52.3	0	8.33	8.33	8.33	38.5
SwitchTab 2025.08		25.2	52.5	60.3	0	0	0	0	37.2
Node 2025.08		26.2	53.6	61.1	0	0	0	0	40.2
GrowNet 2025.08		26.2	40.2	47.7	0	0	0	0	56.5
TabNet 2025.08		26.3	48.6	51.6	0	0	0	0	36.8
NaiveBayes 2025.08		29.5	41	38	0	0	0	0	54.5
NCM 2025.08		30.2	39.9	33.9	0	0	0	0	55.2