Tabular Classification on TabArena Binary
89.32Avg Balanced AccuracyOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oraclek=2562026.01 | 89.32 | — | |
| Oraclek=1282026.01 | 88.62 | — | |
| Oraclek=642026.01 | 87.76 | — | |
| Oraclek=5122026.01 | 87.41 | — | |
| Oraclek=322026.01 | 85.51 | — | |
| Oraclek=162026.01 | 83.97 | — | |
| Oraclek=82026.01 | 81.97 | — | |
| Oraclek=42026.01 | 80.38 | — | |
| ConTextTabk=2562026.01 | 77.26 | — | |
| TabPFNk=2562026.01 | 77 | — | |
| ConTextTabk=5122026.01 | 75.44 | — | |
| TabPFNk=5122026.01 | 75.26 | — | |
| TabPFNk=1282026.01 | 74.99 | — | |
| ConTextTabk=1282026.01 | 73.63 | — | |
| XGBoostk=5122026.01 | 72.4 | — | |
| XGBoostk=2562026.01 | 71.53 | — | |
| TabPFNk=642026.01 | 71.41 | — | |
| ConTextTabk=642026.01 | 70.08 | — | |
| XGBoostk=1282026.01 | 70.03 | — | |
| TabPFNk=322026.01 | 69.61 | — | |
| XGBoostk=642026.01 | 68.39 | — | |
| ConTextTabk=322026.01 | 67.47 | — | |
| XGBoostk=322026.01 | 66.78 | — | |
| KNN-Emb.k=2562026.01 | 65.24 | — | |
| TabPFNk=162026.01 | 65.07 | — | |
| mTaRLk=5122026.01 | 64.16 | — | |
| mTaRLk=2562026.01 | 64.09 | — | |
| KNNk=2562026.01 | 63.93 | — | |
| ConTextTabk=162026.01 | 63.52 | — | |
| KNN-Emb.k=5122026.01 | 63.49 | — | |
| KNNk=1282026.01 | 63.47 | — | |
| mTaRLk=1282026.01 | 63.11 | — | |
| mTaRLk=642026.01 | 62.63 | — | |
| KNN-Emb.k=1282026.01 | 62.3 | — | |
| KNNk=5122026.01 | 62.16 | — | |
| KNNk=162026.01 | 61.6 | — | |
| KNN-Emb.k=642026.01 | 61.38 | — | |
| XGBoostk=162026.01 | 61.36 | — | |
| TabPFNk=82026.01 | 61.26 | — | |
| KNNk=642026.01 | 60.81 | — | |
| KNNk=322026.01 | 60.72 | — | |
| mTaRLk=322026.01 | 59.74 | — | |
| ConTextTabk=82026.01 | 59.44 | — | |
| XGBoostk=82026.01 | 57.7 | — | |
| mTaRLk=162026.01 | 57.44 | — | |
| mTaRLk=82026.01 | 57.12 | — | |
| ConTextTabk=42026.01 | 56.91 | — | |
| TabPFNk=42026.01 | 56.88 | — | |
| KNNk=82026.01 | 56.63 | — | |
| KNN-Emb.k=322026.01 | 55.73 | — | |
| KNN-Emb.k=82026.01 | 54.95 | — | |
| mTaRLk=42026.01 | 54.75 | — | |
| KNN-Emb.k=162026.01 | 53.59 | — | |
| KNNk=42026.01 | 53.55 | — | |
| KNN-Emb.k=42026.01 | 52.5 | — | |
| XGBoostk=42026.01 | 51.79 | — | |
| ConTextTabRank regime=k <= 322026.01 | — | 5.4152 | |
| ConTextTabRank regime=k > 322026.01 | — | 4.5268 | |
| KNNRank regime=k <= 322026.01 | — | 6.3973 | |
| KNNRank regime=k > 322026.01 | — | 7.4866 | |
| KNN-Emb.Rank regime=k <= 322026.01 | — | 7.5089 | |
| KNN-Emb.Rank regime=k > 322026.01 | — | 7.6875 | |
| mTaRLRank regime=k <= 322026.01 | — | 6.7411 | |
| mTaRLRank regime=k > 322026.01 | — | 7.3438 | |
| OracleRank regime=k <= 322026.01 | — | 0.5312 | |
| OracleRank regime=k > 322026.01 | — | 1.1071 | |
| TabPFNRank regime=k <= 322026.01 | — | 4.7545 | |
| TabPFNRank regime=k > 322026.01 | — | 4.1875 | |
| XGBoostRank regime=k <= 322026.01 | — | 6.1071 | |
| XGBoostRank regime=k > 322026.01 | — | 5.8036 |