cardiovascular_lipid · blood_test

Non-HDL cholesterol

Valid comparisons for this clinically grounded task are grouped by fixed information set.

Per-track results

Benchmark Tracks

non_hdl/397ff20fed49

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN v2	0.1256	497
2	HPP Curated Panel	TabPFN 3.5	0.1203	497
3	HPP Curated Panel	TabSwift	0.1183	497
4	HPP Curated Panel	RealMLP	0.1179	497
5	HPP Curated Panel	TabDPT	0.1162	497
6	HPP Curated Panel	Gradient-boosted trees	0.1149	497
7	HPP Curated Panel	TabFM	0.1145	497
8	HPP Curated Panel	TabICL	0.1142	497
9	HPP Curated Panel	Ridge	0.0747	497

non_hdl/9a2b3baba0a9

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.02105	100
2	HPP Curated Panel	TabPFN v2	0.0192	100
3	HPP Curated Panel	TabICL	0.00615	100
4	HPP Curated Panel	TabSwift	-0.0003679	100
5	HPP Curated Panel	Ridge	-0.0056	100
6	HPP Curated Panel	TabDPT	-0.01236	100
7	HPP Curated Panel	Gradient-boosted trees	-0.01407	100
8	HPP Curated Panel	TabFM	-0.04107	100
9	HPP Curated Panel	RealMLP	-0.04637	100

non_hdl/9d77e393f435

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	TabPFN 3.5	0.1082	819
2	CGM Iglu	TabPFN v2	0.1046	819
3	CGM Iglu	TabDPT	0.1033	819
4	CGM Iglu	TabFM	0.1024	819
5	CGM Iglu	RealMLP	0.0972	819
6	CGM Iglu	TabSwift	0.08733	819
7	CGM Iglu	Gradient-boosted trees	0.08149	819
8	CGM Iglu	TabICL	0.07849	819
9	CGM Iglu	Ridge	0.04147	819

non_hdl/d3d19ee52b87

Scored split: test. Primary metric: r2 (higher is better).

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	Ridge	0.00216	166
2	CGM Iglu	TabSwift	0.0009395	166
3	CGM Iglu	RealMLP	0.0008934	166
4	CGM Iglu	TabPFN v2	0.0006572	166
5	CGM Iglu	TabDPT	-0.007756	166
6	CGM Iglu	TabPFN 3.5	-0.008044	166
7	CGM Iglu	TabICL	-0.01415	166
8	CGM Iglu	Gradient-boosted trees	-0.01977	166
9	CGM Iglu	TabFM	-0.03045	166