metabolic_metabolomics · blood_test

Fasting plasma glucose (FPG)

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

Per-track results

Benchmark Tracks

fpg/31f7b826a1e6

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

#	Predictor	Method	Absolute test R²	Test n
1	HPP Curated Panel	TabFM	0.1671	929
2	HPP Curated Panel	RealMLP	0.1613	929
3	HPP Curated Panel	TabDPT	0.1585	929
4	HPP Curated Panel	TabPFN v2	0.1519	929
5	HPP Curated Panel	TabSwift	0.1515	929
6	HPP Curated Panel	TabPFN 3.5	0.1509	929
7	HPP Curated Panel	Ridge	0.15	929
8	HPP Curated Panel	TabICL	0.1479	929
9	HPP Curated Panel	Gradient-boosted trees	0.1203	929

fpg/535050cb49f0

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.09717	667

fpg/863cdedaaed8

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

#	Predictor	Method	Absolute test R²	Test n
1	Participant Embedding	Ridge	0.03519	495

fpg/8cfd6a42fcac

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

#	Predictor	Method	Absolute test R²	Test n
1	CGM Iglu	TabFM	0.3279	1029
2	CGM Iglu	TabPFN 3.5	0.323	1029
3	CGM Iglu	RealMLP	0.3222	1029
4	Participant Embedding	Ridge	0.3215	1029
5	CGM Iglu	TabDPT	0.3191	1029
6	CGM Iglu	TabICL	0.3157	1029
7	CGM Iglu	TabSwift	0.3147	1029
8	CGM Iglu	TabPFN v2	0.2995	1029
9	CGM Iglu	Ridge	0.2897	1029
10	CGM Iglu	Gradient-boosted trees	0.2597	1029