cardiovascular_lipid · vascular_measurement

Mean ankle pressure

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

Per-track results

Benchmark Tracks

mean_ankle_pressure/6795d51a6a95

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN v2	0.2025	791
2	HPP Curated Panel	TabDPT	0.1972	791
3	HPP Curated Panel	RealMLP	0.196	791
4	HPP Curated Panel	TabFM	0.1932	791
5	HPP Curated Panel	TabSwift	0.1915	791
6	HPP Curated Panel	Ridge	0.1894	791
7	HPP Curated Panel	Gradient-boosted trees	0.1889	791
8	HPP Curated Panel	TabPFN 3.5	0.1888	791
9	HPP Curated Panel	TabICL	0.1842	791

mean_ankle_pressure/85b0915095a9

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabICL	0.3409	1177
2	Fundus Automorph Features	TabFM	0.3408	1177
3	Fundus Automorph Features	TabPFN v2	0.3396	1177
4	Fundus Automorph Features	TabSwift	0.3389	1177
5	Fundus Automorph Features	TabPFN 3.5	0.3387	1177
6	Fundus Automorph Features	TabDPT	0.3385	1177
7	Fundus Automorph Features	Ridge	0.3378	1177
8	Fundus Automorph Features	RealMLP	0.3347	1177
9	Fundus Automorph Features	Gradient-boosted trees	0.3295	1177

mean_ankle_pressure/87b1d90ce1c8

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabSwift	0.2426	516
2	Fundus Automorph Features	TabFM	0.2408	516
3	Fundus Automorph Features	TabPFN v2	0.2363	516
4	Fundus Automorph Features	TabPFN 3.5	0.2347	516
5	Fundus Automorph Features	TabICL	0.2327	516
6	Fundus Automorph Features	TabDPT	0.2326	516
7	Fundus Automorph Features	RealMLP	0.2307	516
8	Fundus Automorph Features	Ridge	0.2274	516
9	Fundus Automorph Features	Gradient-boosted trees	0.2121	516

mean_ankle_pressure/fe1d96aa7a69

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.2457	1308
2	HPP Curated Panel	Ridge	0.2449	1308
3	HPP Curated Panel	TabSwift	0.2444	1308
4	HPP Curated Panel	TabDPT	0.2419	1308
5	HPP Curated Panel	TabICL	0.2409	1308
6	HPP Curated Panel	TabFM	0.2404	1308
7	HPP Curated Panel	TabPFN v2	0.2368	1308
8	HPP Curated Panel	RealMLP	0.2336	1308
9	HPP Curated Panel	Gradient-boosted trees	0.2228	1308