anthropometric_body_composition · dxa_body_composition

Lean Body Mass

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

Per-track results

Benchmark Tracks

lean_body_mass/2fb1828bb1f8

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.774	708

lean_body_mass/3730081192fd

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabDPT	0.7724	862
2	HPP Curated Panel	TabFM	0.7714	862
3	HPP Curated Panel	RealMLP	0.7708	862
4	HPP Curated Panel	TabPFN 3.5	0.7705	862
5	HPP Curated Panel	TabICL	0.7699	862
6	HPP Curated Panel	TabSwift	0.7695	862
7	HPP Curated Panel	TabPFN v2	0.7688	862
8	HPP Curated Panel	Gradient-boosted trees	0.7652	862
9	HPP Curated Panel	Ridge	0.7599	862

lean_body_mass/5c9b62978bfb

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.7914	756

lean_body_mass/bfe7f4c06250

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.7687	1186

lean_body_mass/cec6b6a50452

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabPFN 3.5	0.7859	1014
2	HPP Curated Panel	TabDPT	0.7856	1014
3	HPP Curated Panel	TabICL	0.7852	1014
4	HPP Curated Panel	TabFM	0.7851	1014
5	HPP Curated Panel	TabSwift	0.7841	1014
6	HPP Curated Panel	RealMLP	0.7835	1014
7	HPP Curated Panel	TabPFN v2	0.7826	1014
8	HPP Curated Panel	Gradient-boosted trees	0.7792	1014
9	HPP Curated Panel	Ridge	0.7751	1014