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

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