cardiovascular_lipid · vascular_measurement

Diastolic blood pressure

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

Per-track results

Benchmark Tracks

dbp/0bbc9b5ef716

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabFM	0.284	460
2	Fundus Automorph Features	Ridge	0.2838	460
3	Fundus Automorph Features	TabICL	0.2805	460
4	Fundus Automorph Features	TabSwift	0.2803	460
5	Fundus Automorph Features	TabPFN v2	0.2792	460
6	Fundus Automorph Features	TabPFN 3.5	0.2768	460
7	Fundus Automorph Features	TabDPT	0.2754	460
8	Fundus Automorph Features	RealMLP	0.2738	460
9	Fundus Automorph Features	Gradient-boosted trees	0.2576	460

dbp/3263050d6eb1

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.2391	1425
2	HPP Curated Panel	TabSwift	0.2367	1425
3	HPP Curated Panel	TabICL	0.236	1425
4	HPP Curated Panel	TabDPT	0.2345	1425
5	HPP Curated Panel	TabFM	0.2334	1425
6	HPP Curated Panel	RealMLP	0.2304	1425
7	HPP Curated Panel	TabPFN v2	0.2304	1425
8	HPP Curated Panel	Gradient-boosted trees	0.2208	1425
9	HPP Curated Panel	Ridge	0.2081	1425

dbp/5042b5e7b984

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

#	Predictor	Method	Absolute test R²	Test n
1	Fundus Automorph Features	TabPFN v2	0.3347	1192
2	Fundus Automorph Features	RealMLP	0.3329	1192
3	Fundus Automorph Features	TabDPT	0.3323	1192
4	Fundus Automorph Features	TabFM	0.3323	1192
5	Fundus Automorph Features	TabICL	0.3321	1192
6	Fundus Automorph Features	TabSwift	0.3321	1192
7	Fundus Automorph Features	TabPFN 3.5	0.3304	1192
8	Fundus Automorph Features	Ridge	0.3152	1192
9	Fundus Automorph Features	Gradient-boosted trees	0.3067	1192

dbp/8f7d413f915f

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabSwift	0.1678	656
2	HPP Curated Panel	TabDPT	0.1667	656
3	HPP Curated Panel	TabPFN 3.5	0.1652	656
4	HPP Curated Panel	Ridge	0.1651	656
5	HPP Curated Panel	RealMLP	0.165	656
6	HPP Curated Panel	TabFM	0.1617	656
7	HPP Curated Panel	TabPFN v2	0.16	656
8	HPP Curated Panel	TabICL	0.1596	656
9	HPP Curated Panel	Gradient-boosted trees	0.1438	656