Regression on TabArena Regression
70.11Avg Balanced AccTabPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TabPFNk (number of shots)=5122026.01 | 70.11 | — | |
| Oraclek (number of shots)=5122026.01 | 69.55 | — | |
| ConTextTabk (number of shots)=5122026.01 | 66.24 | — | |
| Oraclek (number of shots)=2562026.01 | 66.19 | — | |
| TabPFNk (number of shots)=2562026.01 | 65.72 | — | |
| Oraclek (number of shots)=1282026.01 | 65.25 | — | |
| XGBoostk (number of shots)=5122026.01 | 63.81 | — | |
| ConTextTabk (number of shots)=2562026.01 | 63.41 | — | |
| Oraclek (number of shots)=642026.01 | 62.89 | — | |
| TabPFNk (number of shots)=1282026.01 | 60.05 | — | |
| XGBoostk (number of shots)=2562026.01 | 59.78 | — | |
| ConTextTabk (number of shots)=642026.01 | 59.01 | — | |
| ConTextTabk (number of shots)=1282026.01 | 58.45 | — | |
| TabPFNk (number of shots)=642026.01 | 58.43 | — | |
| Oraclek (number of shots)=322026.01 | 57.68 | — | |
| XGBoostk (number of shots)=1282026.01 | 57.03 | — | |
| Oraclek (number of shots)=162026.01 | 55.7 | — | |
| TabPFNk (number of shots)=322026.01 | 53.4 | — | |
| ConTextTabk (number of shots)=322026.01 | 52 | — | |
| OracleRank range=k > 32, k (number of shots)=82026.01 | 51.43 | 1.8125 | |
| XGBoostk (number of shots)=642026.01 | 51.1 | — | |
| OracleRank range=k <= 32, k (number of shots)=42026.01 | 48.36 | 0.9583 | |
| TabPFNk (number of shots)=162026.01 | 48.3 | — | |
| KNNk (number of shots)=5122026.01 | 47.45 | — | |
| mTaRLk (number of shots)=5122026.01 | 46.92 | — | |
| KNNk (number of shots)=2562026.01 | 46.89 | — | |
| KNN-Emb.k (number of shots)=5122026.01 | 46.71 | — | |
| XGBoostk (number of shots)=322026.01 | 46.13 | — | |
| ConTextTabk (number of shots)=162026.01 | 46 | — | |
| mTaRLk (number of shots)=2562026.01 | 44.57 | — | |
| KNNk (number of shots)=1282026.01 | 44.04 | — | |
| KNN-Emb.k (number of shots)=2562026.01 | 43.2 | — | |
| XGBoostk (number of shots)=162026.01 | 43.18 | — | |
| mTaRLk (number of shots)=1282026.01 | 42.91 | — | |
| TabPFNRank range=k > 32, k (number of shots)=82026.01 | 40.42 | 2.6667 | |
| mTaRLk (number of shots)=642026.01 | 39.87 | — | |
| KNNk (number of shots)=642026.01 | 39.53 | — | |
| KNN-Emb.k (number of shots)=1282026.01 | 39.11 | — | |
| ConTextTabRank range=k > 32, k (number of shots)=82026.01 | 39.06 | 3.2917 | |
| KNNk (number of shots)=322026.01 | 38.58 | — | |
| KNNk (number of shots)=162026.01 | 37.36 | — | |
| KNN-Emb.k (number of shots)=642026.01 | 36.74 | — | |
| mTaRLk (number of shots)=322026.01 | 35.33 | — | |
| mTaRLk (number of shots)=162026.01 | 35.09 | — | |
| XGBoostRank range=k > 32, k (number of shots)=82026.01 | 34.98 | 5 | |
| TabPFNRank range=k <= 32, k (number of shots)=42026.01 | 34.72 | 3.2917 | |
| KNNRank range=k > 32, k (number of shots)=82026.01 | 34.1 | 7.6042 | |
| ConTextTabRank range=k <= 32, k (number of shots)=42026.01 | 33.48 | 4 | |
| KNN-Emb.k (number of shots)=322026.01 | 32.38 | — | |
| mTaRLRank range=k > 32, k (number of shots)=82026.01 | 30.79 | 7.8958 | |
| KNN-Emb.k (number of shots)=162026.01 | 29.18 | — | |
| KNNRank range=k <= 32, k (number of shots)=42026.01 | 29.17 | 6.0625 | |
| KNN-Emb.Rank range=k > 32, k (number of shots)=82026.01 | 28.29 | 8.1875 | |
| mTaRLRank range=k <= 32, k (number of shots)=42026.01 | 27.15 | 7.0417 | |
| KNN-Emb.Rank range=k <= 32, k (number of shots)=42026.01 | 26.38 | 7.6562 | |
| XGBoostRank range=k <= 32, k (number of shots)=42026.01 | 22.92 | 6.1667 |