cardiovascular_lipid · vascular_measurement

Minimum bilateral ABI

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

Per-track results

Benchmark Tracks

minimum_bilateral_abi/29a5f97b5fd6

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.04976	791
2	HPP Curated Panel	TabICL	0.049	791
3	HPP Curated Panel	Gradient-boosted trees	0.04847	791
4	HPP Curated Panel	RealMLP	0.04834	791
5	HPP Curated Panel	TabSwift	0.04687	791
6	HPP Curated Panel	TabDPT	0.04646	791
7	HPP Curated Panel	TabPFN v2	0.04624	791
8	HPP Curated Panel	TabFM	0.04443	791
9	HPP Curated Panel	Ridge	0.0429	791

minimum_bilateral_abi/a15ec5a97202

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	Gradient-boosted trees	0.06901	1177
2	Fundus Automorph Features	TabSwift	0.06798	1177
3	Fundus Automorph Features	TabDPT	0.0679	1177
4	Fundus Automorph Features	TabFM	0.06738	1177
5	Fundus Automorph Features	TabICL	0.06685	1177
6	Fundus Automorph Features	Ridge	0.06614	1177
7	Fundus Automorph Features	TabPFN 3.5	0.0655	1177
8	Fundus Automorph Features	TabPFN v2	0.0643	1177
9	Fundus Automorph Features	RealMLP	0.06243	1177

minimum_bilateral_abi/c9228680d575

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	RealMLP	0.05115	516
2	Fundus Automorph Features	TabSwift	0.04573	516
3	Fundus Automorph Features	TabDPT	0.04516	516
4	Fundus Automorph Features	TabICL	0.04339	516
5	Fundus Automorph Features	TabPFN 3.5	0.04326	516
6	Fundus Automorph Features	Gradient-boosted trees	0.04156	516
7	Fundus Automorph Features	TabFM	0.04097	516
8	Fundus Automorph Features	TabPFN v2	0.03986	516
9	Fundus Automorph Features	Ridge	0.03931	516

minimum_bilateral_abi/e1e2461cedee

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	RealMLP	0.08512	1308
2	HPP Curated Panel	TabDPT	0.08509	1308
3	HPP Curated Panel	TabPFN v2	0.08373	1308
4	HPP Curated Panel	TabICL	0.08348	1308
5	HPP Curated Panel	TabFM	0.08315	1308
6	HPP Curated Panel	Ridge	0.08296	1308
7	HPP Curated Panel	TabSwift	0.08107	1308
8	HPP Curated Panel	TabPFN 3.5	0.08093	1308
9	HPP Curated Panel	Gradient-boosted trees	0.07582	1308