Classification on OpenML 67 datasets CC18 (10-fold cross-validation average)
71F1 ScoreRandom Unsupervised
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Random UnsupervisedLabeling Budget=32C, Embedding Space=N/A2026.05 | 71 | 3.31 | |
| LUCoSLabeling Budget=32C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 71 | 3.16 | |
| K-MedoidsLabeling Budget=32C, Embedding Space=Original2026.05 | 70 | 3.27 | |
| ZCoreLabeling Budget=32C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 68 | 4.43 | |
| Random UnsupervisedLabeling Budget=16C, Embedding Space=N/A2026.05 | 67 | 3.22 | |
| RDSSLabeling Budget=32C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 67 | 4.75 | |
| LUCoSLabeling Budget=16C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 67 | 2.93 | |
| RDSSLabeling Budget=32C, Embedding Space=Original2026.05 | 66 | 3.76 | |
| K-MedoidsLabeling Budget=16C, Embedding Space=Original2026.05 | 66 | 3.23 | |
| ZCoreLabeling Budget=32C, Embedding Space=Original2026.05 | 62 | 5.31 | |
| LUCoSLabeling Budget=8C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 62 | 2.61 | |
| Random UnsupervisedLabeling Budget=8C, Embedding Space=N/A2026.05 | 61 | 3.22 | |
| RDSSLabeling Budget=16C, Embedding Space=Original2026.05 | 61 | 3.81 | |
| K-MedoidsLabeling Budget=8C, Embedding Space=Original2026.05 | 61 | 3.14 | |
| RDSSLabeling Budget=16C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 61 | 4.57 | |
| ZCoreLabeling Budget=16C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 61 | 4.8 | |
| RDSSLabeling Budget=8C, Embedding Space=Original2026.05 | 57 | 3.62 | |
| ZCoreLabeling Budget=16C, Embedding Space=Original2026.05 | 56 | 5.44 | |
| LUCoSLabeling Budget=4C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 56 | 2.69 | |
| K-MedoidsLabeling Budget=4C, Embedding Space=Original2026.05 | 55 | 2.67 | |
| Random UnsupervisedLabeling Budget=4C, Embedding Space=N/A2026.05 | 53 | 3.41 | |
| ZCoreLabeling Budget=8C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 53 | 4.73 | |
| RDSSLabeling Budget=8C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 52 | 4.91 | |
| RDSSLabeling Budget=4C, Embedding Space=Original2026.05 | 51 | 3.72 | |
| LUCoSLabeling Budget=2C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 49 | 2.46 | |
| ZCoreLabeling Budget=8C, Embedding Space=Original2026.05 | 48 | 5.76 | |
| K-MedoidsLabeling Budget=2C, Embedding Space=Original2026.05 | 48 | 2.84 | |
| RDSSLabeling Budget=4C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 46 | 4.66 | |
| Random UnsupervisedLabeling Budget=2C, Embedding Space=N/A2026.05 | 45 | 3.55 | |
| ZCoreLabeling Budget=4C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 44 | 4.75 | |
| RDSSLabeling Budget=2C, Embedding Space=Original2026.05 | 43 | 3.72 | |
| LUCoSLabeling Budget=1C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 43 | 2.37 | |
| K-MedoidsLabeling Budget=1C, Embedding Space=Original2026.05 | 42 | 2.81 | |
| RDSSLabeling Budget=2C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 38 | 4.54 | |
| Random UnsupervisedLabeling Budget=1C, Embedding Space=N/A2026.05 | 37 | 3.64 | |
| RDSSLabeling Budget=1C, Embedding Space=Original2026.05 | 37 | 3.96 | |
| ZCoreLabeling Budget=4C, Embedding Space=Original2026.05 | 37 | 6.08 | |
| ZCoreLabeling Budget=2C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 36 | 4.91 | |
| RDSSLabeling Budget=1C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 33 | 4.63 | |
| ZCoreLabeling Budget=2C, Embedding Space=Original2026.05 | 31 | 5.99 | |
| ZCoreLabeling Budget=1C, Embedding Space=TabClustPFN PIN Encoder2026.05 | 31 | 4.93 | |
| ZCoreLabeling Budget=1C, Embedding Space=Original2026.05 | 27 | 5.66 |