Tabular Classification on CARTE Binary
0.8481Average Balanced AccuracyOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oraclek=2562026.01 | 0.8481 | — | |
| Oraclek=1282026.01 | 0.8469 | — | |
| Oraclek=5122026.01 | 0.8335 | — | |
| Oraclek=642026.01 | 0.826 | — | |
| Oraclek=322026.01 | 0.8243 | — | |
| Oraclek=162026.01 | 0.822 | — | |
| Oraclek=82026.01 | 0.8057 | — | |
| Oraclek=42026.01 | 0.7742 | — | |
| ConTextTabk=5122026.01 | 0.6697 | — | |
| ConTextTabk=2562026.01 | 0.6415 | — | |
| TabPFNk=5122026.01 | 0.6352 | — | |
| XGBoostk=5122026.01 | 0.6338 | — | |
| ConTextTabk=1282026.01 | 0.6318 | — | |
| TabPFNk=2562026.01 | 0.617 | — | |
| XGBoostk=2562026.01 | 0.61 | — | |
| mTaRLk=5122026.01 | 0.6072 | — | |
| TabPFNk=1282026.01 | 0.6062 | — | |
| ConTextTabk=642026.01 | 0.5931 | — | |
| XGBoostk=1282026.01 | 0.5922 | — | |
| TabPFNk=642026.01 | 0.591 | — | |
| KNN-Emb.k=5122026.01 | 0.5879 | — | |
| XGBoostk=642026.01 | 0.586 | — | |
| mTaRLk=1282026.01 | 0.5819 | — | |
| mTaRLk=2562026.01 | 0.5804 | — | |
| ConTextTabk=322026.01 | 0.5745 | — | |
| mTaRLk=162026.01 | 0.5683 | — | |
| ConTextTabk=162026.01 | 0.5655 | — | |
| KNN-Emb.k=2562026.01 | 0.5645 | — | |
| KNN-Emb.k=1282026.01 | 0.5612 | — | |
| mTaRLk=642026.01 | 0.5603 | — | |
| XGBoostk=162026.01 | 0.559 | — | |
| XGBoostk=322026.01 | 0.559 | — | |
| TabPFNk=322026.01 | 0.5548 | — | |
| mTaRLk=322026.01 | 0.5535 | — | |
| KNN-Emb.k=322026.01 | 0.5517 | — | |
| KNN-Emb.k=642026.01 | 0.545 | — | |
| TabPFNk=162026.01 | 0.5434 | — | |
| TabuLa-Originalk=42026.01 | 0.5409 | — | |
| ConTextTabk=82026.01 | 0.539 | — | |
| mTaRLk=82026.01 | 0.5367 | — | |
| TabuLa-Originalk=162026.01 | 0.5354 | — | |
| TabPFNk=82026.01 | 0.535 | — | |
| KNN-Emb.k=162026.01 | 0.5317 | — | |
| mTaRLk=42026.01 | 0.5305 | — | |
| TabuLa-Originalk=82026.01 | 0.53 | — | |
| KNN-Emb.k=82026.01 | 0.5216 | — | |
| TabuLa-Originalk=322026.01 | 0.5185 | — | |
| KNNk=2562026.01 | 0.5179 | — | |
| XGBoostk=82026.01 | 0.5167 | — | |
| ConTextTabk=42026.01 | 0.516 | — | |
| KNN-Emb.k=42026.01 | 0.5125 | — | |
| KNNk=5122026.01 | 0.5096 | — | |
| KNNk=82026.01 | 0.5094 | — | |
| KNNk=42026.01 | 0.5085 | — | |
| KNNk=1282026.01 | 0.5056 | — | |
| TabPFNk=42026.01 | 0.5038 | — | |
| KNNk=162026.01 | 0.5026 | — | |
| XGBoostk=42026.01 | 0.5 | — | |
| KNNk=322026.01 | 0.4993 | — | |
| KNNk=642026.01 | 0.4965 | — | |
| ConTextTabRank regime=k <= 322026.01 | — | 6.3295 | |
| ConTextTabRank regime=k > 322026.01 | — | 5.0795 | |
| KNNRank regime=k <= 322026.01 | — | 8.0568 | |
| KNNRank regime=k > 322026.01 | — | 7.7614 | |
| KNN-Emb.Rank regime=k <= 322026.01 | — | 7.3977 | |
| KNN-Emb.Rank regime=k > 322026.01 | — | 7.2955 | |
| mTaRLRank regime=k <= 322026.01 | — | 6.4886 | |
| mTaRLRank regime=k > 322026.01 | — | 6.6705 | |
| OracleRank regime=k <= 322026.01 | — | 0.5568 | |
| OracleRank regime=k > 322026.01 | — | 1 | |
| TabPFNRank regime=k <= 322026.01 | — | 6.9318 | |
| TabPFNRank regime=k > 322026.01 | — | 5.6364 | |
| TabuLa-OriginalRank regime=k <= 322026.01 | — | 6.5114 | |
| XGBoostRank regime=k <= 322026.01 | — | 6.8295 | |
| XGBoostRank regime=k > 322026.01 | — | 6.125 |