TabArena All Tasks

TabArena ranks tabular machine learning systems across all datasets and tasks; this snapshot uses the primary no-imputation, all-repeats, all-tasks leaderboard view.

59rows
eloprimary metric
2026-05-06sampled

Metadata

ID
tabarena_all
Category
Tabular
Release
2025-01-01

Metrics

Elo, Score, Rank (lower is better), Harmonic Rank (lower is better), Improvability (lower is better), Median Train Time (lower is better), Median Predict Time (lower is better)

Latest Results

Rank Subject Elo Model Match Provenance Sampled
1 AutoGluon 1.5 (extreme, 4h) 1700 — Imported 2026-05-06
2 TabPFN-2.6 (default) 1626 — Imported 2026-05-06
3 RealTabPFN-2.5 (tuned + ensembled) 1604 — Imported 2026-05-06
4 TabICLv2 (default) 1598 — Imported 2026-05-06
5 RealTabPFN-2.5 (tuned) 1559 — Imported 2026-05-06
6 RealTabPFN-2.5 (default) 1528 — Imported 2026-05-06
7 AutoGluon 1.4 (best, 4h) 1516 — Imported 2026-05-06
8 RealMLP (tuned + ensembled) 1514 — Imported 2026-05-06
9 TabDPT (tuned + ensembled) 1460 — Imported 2026-05-06
10 TabM (tuned + ensembled) 1448 — Imported 2026-05-06
11 LightGBM (tuned + ensembled) 1435 — Imported 2026-05-06
12 RealMLP (tuned) 1430 — Imported 2026-05-06
13 CatBoost (tuned + ensembled) 1418 — Imported 2026-05-06
14 CatBoost (tuned) 1407 — Imported 2026-05-06
15 TabDPT (tuned) 1403 — Imported 2026-05-06
16 TabM (tuned) 1391 — Imported 2026-05-06
17 ModernNCA (tuned + ensembled) 1390 — Imported 2026-05-06
18 LightGBM (tuned) 1387 — Imported 2026-05-06
19 XGBoost (tuned + ensembled) 1376 — Imported 2026-05-06
20 CatBoost (default) 1368 — Imported 2026-05-06
21 ModernNCA (tuned) 1357 — Imported 2026-05-06
22 XGBoost (tuned) 1352 — Imported 2026-05-06
23 xRFM (tuned + ensembled) 1350 — Imported 2026-05-06
24 TabDPT (default) 1324 — Imported 2026-05-06
25 xRFM (tuned) 1302 — Imported 2026-05-06
26 TabM (default) 1297 — Imported 2026-05-06
27 TorchMLP (tuned + ensembled) 1289 — Imported 2026-05-06
28 SAP-RPT-OSS (default) 1284 — Imported 2026-05-06
29 EBM (tuned + ensembled) 1272 — Imported 2026-05-06
30 ModernNCA (default) 1248 — Imported 2026-05-06
31 EBM (tuned) 1236 — Imported 2026-05-06
32 RealMLP (default) 1232 — Imported 2026-05-06
33 XGBoost (default) 1214 — Imported 2026-05-06
34 TorchMLP (tuned) 1213 — Imported 2026-05-06
35 FastaiMLP (tuned + ensembled) 1208 — Imported 2026-05-06
36 EBM (default) 1202 — Imported 2026-05-06
37 ExtraTrees (tuned + ensembled) 1201 — Imported 2026-05-06
38 LightGBM (default) 1188 — Imported 2026-05-06
39 RandomForest (tuned + ensembled) 1172 — Imported 2026-05-06
40 ExtraTrees (tuned) 1166 — Imported 2026-05-06
41 FastaiMLP (tuned) 1146 — Imported 2026-05-06
42 RandomForest (tuned) 1137 — Imported 2026-05-06
43 TabSTAR (tuned) 1096 — Imported 2026-05-06
44 TabSTAR (tuned + ensembled) 1094 — Imported 2026-05-06
45 PerpetualBooster (tuned + ensembled) 1086 — Imported 2026-05-06
46 TorchMLP (default) 1074 — Imported 2026-05-06
47 PerpetualBooster (tuned) 1047 — Imported 2026-05-06
48 xRFM (default) 1038 — Imported 2026-05-06
49 FastaiMLP (default) 1006 — Imported 2026-05-06
50 RandomForest (default) 1000 — Imported 2026-05-06
51 KNN (tuned + ensembled) 993 — Imported 2026-05-06
52 TabSTAR (default) 987 — Imported 2026-05-06
53 ExtraTrees (default) 980 — Imported 2026-05-06
54 Linear (tuned + ensembled) 960 — Imported 2026-05-06
55 Linear (tuned) 933 — Imported 2026-05-06
56 PerpetualBooster (default) 932 — Imported 2026-05-06
57 KNN (tuned) 886 — Imported 2026-05-06
58 Linear (default) 855 — Imported 2026-05-06
59 KNN (default) 648 — Imported 2026-05-06