Per-track results
Benchmark Tracks
absolute_lymphocyte_count/0c84495ae832
anthropometrics, watchpat_actigraphy, watchpat_hr, watchpat_pat, watchpat_spo2
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | -0.003401 | 228 |
absolute_lymphocyte_count/3ad08123e544
anthropometrics, ecg_signal
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | 0.02081 | 271 |
absolute_lymphocyte_count/3b2dafbfa680
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabPFN 3.5 | 0.007226 | 749 |
| 2 | HPP Curated Panel | TabSwift | 0.007127 | 749 |
| 3 | HPP Curated Panel | Ridge | 0.006557 | 749 |
| 4 | HPP Curated Panel | TabFM | 0.006064 | 749 |
| 5 | HPP Curated Panel | Gradient-boosted trees | 0.005592 | 749 |
| 6 | HPP Curated Panel | TabPFN v2 | 0.003915 | 749 |
| 7 | HPP Curated Panel | RealMLP | 0.002063 | 749 |
| 8 | HPP Curated Panel | TabICL | 0.001962 | 749 |
| 9 | HPP Curated Panel | TabDPT | 0.0009663 | 749 |
absolute_lymphocyte_count/989d4aa6ce07
anthropometrics, nightingale
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | Ridge | 0.1033 | 438 |
| 2 | HPP Curated Panel | RealMLP | 0.09953 | 438 |
| 3 | HPP Curated Panel | TabDPT | 0.09872 | 438 |
| 4 | HPP Curated Panel | TabPFN 3.5 | 0.09288 | 438 |
| 5 | HPP Curated Panel | TabICL | 0.09205 | 438 |
| 6 | HPP Curated Panel | TabPFN v2 | 0.08931 | 438 |
| 7 | HPP Curated Panel | TabSwift | 0.07966 | 438 |
| 8 | HPP Curated Panel | TabFM | 0.07941 | 438 |
| 9 | HPP Curated Panel | Gradient-boosted trees | 0.07546 | 438 |
absolute_lymphocyte_count/b831d2a45e2d
anthropometrics, dxa
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabSwift | 0.04924 | 687 |
| 2 | HPP Curated Panel | TabDPT | 0.04851 | 687 |
| 3 | HPP Curated Panel | TabPFN 3.5 | 0.04712 | 687 |
| 4 | HPP Curated Panel | Gradient-boosted trees | 0.0467 | 687 |
| 5 | HPP Curated Panel | Ridge | 0.04587 | 687 |
| 6 | HPP Curated Panel | TabFM | 0.0457 | 687 |
| 7 | HPP Curated Panel | TabPFN v2 | 0.04261 | 687 |
| 8 | HPP Curated Panel | TabICL | 0.04233 | 687 |
| 9 | HPP Curated Panel | RealMLP | 0.03745 | 687 |
absolute_lymphocyte_count/bc3ebdb849d3
anthropometrics, cgm
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | Participant Embedding | Ridge | -0.01218 | 593 |
absolute_lymphocyte_count/f551f0a54fc1
anthropometrics, nightingale
Scored split: test. Primary metric: r2 (higher is better).
| # | Predictor | Method | Absolute test R² | Test n |
|---|
| 1 | HPP Curated Panel | TabPFN 3.5 | 0.02425 | 696 |
| 2 | HPP Curated Panel | TabFM | 0.02387 | 696 |
| 3 | HPP Curated Panel | TabPFN v2 | 0.02143 | 696 |
| 4 | HPP Curated Panel | TabDPT | 0.02133 | 696 |
| 5 | HPP Curated Panel | TabSwift | 0.01958 | 696 |
| 6 | HPP Curated Panel | TabICL | 0.01922 | 696 |
| 7 | HPP Curated Panel | Ridge | 0.01851 | 696 |
| 8 | HPP Curated Panel | Gradient-boosted trees | 0.01611 | 696 |
| 9 | HPP Curated Panel | RealMLP | 0.01511 | 696 |