Item Churn Prediction on Rel Amazon
82.6ROC-AUCRelGT
Evaluation results
| Method | Links | |
|---|---|---|
| RelGT2026.03 | 82.6 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 77.8 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 77.3 | |
| TabPFNv2.5Context Size=2562026.03 | 77.27 | |
| TabICLv1Context Size=2562026.03 | 77.27 | |
| TabICLv1.1-1estimatorContext Size=2562026.03 | 77.1 | |
| TabICLv1.1Context Size=2562026.03 | 77.01 | |
| LimiX16mContext Size=2562026.03 | 77 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 77 | |
| TabPFNv2.5-1estimatorContext Size=2562026.03 | 76.97 | |
| TabPFNv2Context Size=2562026.03 | 76.91 | |
| LimiX2mContext Size=2562026.03 | 76.81 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 76.6 | |
| LimiX16m-1estimatorContext Size=2562026.03 | 76.45 | |
| MitraContext Size=2562026.03 | 76.39 | |
| RDBPFNContext Size=2562026.03 | 75.7 | |
| TabPFNv2Context Size=1282026.03 | 75.63 | |
| TabPFNv2.5Context Size=1282026.03 | 75.58 | |
| LimiXContext Size=128, Parameters=16m2026.03 | 75.53 | |
| K-SpaceSupervision=WD, Variant=Base2026.03 | 75.5 | |
| RDB-PFNContext Size=1282026.03 | 75.32 | |
| TabICLv1Context Size=1282026.03 | 75.19 | |
| LimiXContext Size=128, Parameters=2m2026.03 | 75.12 | |
| LimiXContext Size=128, Parameters=16m, Estimators=12026.03 | 74.96 | |
| TabPFNv2.5Context Size=128, Estimators=12026.03 | 74.64 | |
| TabICLv1.1Context Size=1282026.03 | 74.31 | |
| TabPFNv2Context Size=642026.03 | 74.12 | |
| K-SpaceSupervision=WD, Variant=Adv. (Gradient Projection)2026.03 | 74 | |
| TabICLv1.1Context Size=128, Estimators=12026.03 | 73.58 | |
| RelPrismShots=502026.05 | 73.1 | |
| MitraContext Size=1282026.03 | 72.74 | |
| AutoGluonContext Size=2562026.03 | 72.74 | |
| TabPFNv2.5Context Size=642026.03 | 72.69 | |
| LimiX16mContext Size=642026.03 | 72.43 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 72.23 | |
| Random ForestContext Size=2562026.03 | 71.35 | |
| LimiX16m-1estimatorContext Size=642026.03 | 71.12 | |
| TabICLv1Context Size=642026.03 | 70.67 | |
| XGBoostContext Size=2562026.03 | 70.56 | |
| LimiX2mContext Size=642026.03 | 70.44 | |
| RTShots=502026.05 | 70.3 | |
| RDBPFNContext Size=642026.03 | 70.06 | |
| Random ForestContext Size=1282026.03 | 69.53 | |
| MitraContext Size=642026.03 | 68.76 | |
| XGBoostContext Size=1282026.03 | 68.14 | |
| TabICLv1.1Context Size=642026.03 | 67.93 | |
| AutoGluonContext Size=1282026.03 | 66.93 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 66.69 | |
| RDBPFN_single_tableContext Size=2562026.03 | 66.24 | |
| Random ForestContext Size=642026.03 | 65.3 | |
| AutoGluonContext Size=642026.03 | 65.16 | |
| XGBoostContext Size=642026.03 | 64.17 | |
| TVEShots=502026.05 | 63.5 | |
| RDB-PFNContext Size=128, Mode=single table2026.03 | 62.28 | |
| RDBPFN_single_tableContext Size=642026.03 | 59.11 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 54.9 | |
| RelGTShots=502026.05 | 53.3 | |
| STUNTShots=502026.05 | 52.6 | |
| RelGNNShots=502026.05 | 52.1 | |
| GraphCLShots=502026.05 | 52 | |
| GriffinShots=502026.05 | 51.3 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 51.1 | |
| LightGBMShots=502026.05 | 50.7 | |
| GraphMAEShots=502026.05 | 50.6 |