cardiovascular_lipid · vascular_measurement

Thigh-ankle pulse-wave velocity

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

Per-track results

Benchmark Tracks

thigh_ankle_pwv/513e1bb156a2

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.2581	1136
2	HPP Curated Panel	TabFM	0.2542	1136
3	HPP Curated Panel	TabSwift	0.2473	1136
4	HPP Curated Panel	TabICL	0.2462	1136
5	HPP Curated Panel	TabDPT	0.2441	1136
6	HPP Curated Panel	RealMLP	0.2414	1136
7	HPP Curated Panel	TabPFN v2	0.2365	1136
8	HPP Curated Panel	Ridge	0.2346	1136
9	HPP Curated Panel	Gradient-boosted trees	0.2258	1136

thigh_ankle_pwv/794a26cf3788

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabFM	0.2366	918
2	Fundus Automorph Features	TabPFN v2	0.2355	918
3	Fundus Automorph Features	TabPFN 3.5	0.2345	918
4	Fundus Automorph Features	Ridge	0.234	918
5	Fundus Automorph Features	TabICL	0.2339	918
6	Fundus Automorph Features	TabSwift	0.2334	918
7	Fundus Automorph Features	RealMLP	0.23	918
8	Fundus Automorph Features	TabDPT	0.2264	918
9	Fundus Automorph Features	Gradient-boosted trees	0.2152	918