Tabular Data Learning on TabArena-Lite
1,651Elo RatingTabICLv2-Retouche
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TabICLv2-RetoucheMode=T+E (Tuned + Ensembled), HPO budget=20x smaller (10 random configurations), Hardware=NVIDIA A10 / A100, Training time per 1K samples (s/K)=243.17, Prediction time per 1K samples (s/K)=22.032026.05 | 1,651 | 66.5 | 10.2 | |
| TabICLv2-RetoucheMode=T (Tuned), HPO budget=20x smaller (10 random configurations), Hardware=NVIDIA A10 / A100, Training time per 1K samples (s/K)=243.17, Prediction time per 1K samples (s/K)=7.332026.05 | 1,632 | 65.9 | 11 | |
| TabPFN-2.6Mode=D (Default), Hardware=NVIDIA H100, Training time per 1K samples (s/K)=5.75, Prediction time per 1K samples (s/K)=0.602026.05 | 1,627 | 64.3 | 11.3 | |
| RealTabPFN-2.5Mode=T+E (Tuned + Ensembled), Hardware=NVIDIA H100, Training time per 1K samples (s/K)=2059.94, Prediction time per 1K samples (s/K)=9.792026.05 | 1,614 | 63 | 11.8 | |
| TabICLv2-RetoucheMode=D (Default), Hardware=NVIDIA A10 / A100, Training time per 1K samples (s/K)=20.80, Prediction time per 1K samples (s/K)=7.242026.05 | 1,608 | 62.3 | 12.1 | |
| TabICLv2Mode=D (Default), Hardware=NVIDIA H100, Training time per 1K samples (s/K)=4.01, Prediction time per 1K samples (s/K)=0.352026.05 | 1,595 | 63.3 | 12.7 | |
| RealMLPMode=T+E (Tuned + Ensembled), Training time per 1K samples (s/K)=2791.97, Prediction time per 1K samples (s/K)=13.892026.05 | 1,500 | 45.8 | 17.7 | |
| LightGBMMode=T+E (Tuned + Ensembled), Training time per 1K samples (s/K)=416.56, Prediction time per 1K samples (s/K)=2.242026.05 | 1,400 | 27.5 | 24 | |
| CatBoostMode=T+E (Tuned + Ensembled), Training time per 1K samples (s/K)=1665.53, Prediction time per 1K samples (s/K)=0.562026.05 | 1,388 | 29.1 | 24.7 | |
| XGBoostMode=T+E (Tuned + Ensembled), Training time per 1K samples (s/K)=700.96, Prediction time per 1K samples (s/K)=1.442026.05 | 1,360 | 23.1 | 26.7 | |
| TabPFNv2Mode=T+E (Tuned + Ensembled), Training time per 1K samples (s/K)=2942.08, Prediction time per 1K samples (s/K)=17.372026.05 | 1,328 | 31.2 | 28.9 |