Tabular Data Prediction on TabReD (random split)
0.9639HICatBoost
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CatBoostMethod Category=Classical Baselines, Temporal Information Handling=Static2025.12 | 0.9639 | 0.6213 | 0.858 | 0.234 | 0.4805 | 0.5471 | 0.1613 | 1.4556 | 5.375 | |
| TabMMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Embedding [6]2025.12 | 0.9636 | 0.6299 | 0.8427 | 0.2317 | 0.4784 | 0.5492 | 0.1609 | 1.4891 | 3.75 | |
| TabMMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Modulation (Ours)2025.12 | 0.9633 | 0.6319 | 0.838 | 0.2306 | 0.4785 | 0.5491 | 0.1608 | 1.4717 | 3.5 | |
| TabMMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9629 | 0.6332 | 0.8282 | 0.2305 | 0.4794 | 0.5495 | 0.1607 | 1.4681 | 4 | |
| XGBoostMethod Category=Classical Baselines, Temporal Information Handling=Static2025.12 | 0.9625 | 0.62 | 0.8452 | 0.2298 | 0.4806 | 0.5468 | 0.1611 | 1.4566 | 5.25 | |
| ModernNCAMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9617 | 0.6246 | 0.8399 | 0.2299 | 0.4806 | 0.551 | 0.1621 | 1.4773 | 7.75 | |
| LightGBMMethod Category=Classical Baselines, Temporal Information Handling=Static2025.12 | 0.9616 | 0.6136 | 0.8334 | 0.2322 | 0.4807 | 0.5469 | 0.1616 | 1.4471 | 7.5 | |
| FT-TMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9616 | 0.6268 | 0.5846 | 0.2369 | 0.4804 | 0.5503 | 0.1622 | 1.5001 | 9.375 | |
| MLP-PLRMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Modulation (Ours)2025.12 | 0.9607 | 0.6237 | 0.8104 | 0.2365 | 0.4792 | 0.5564 | 0.1613 | 1.5314 | 9.75 | |
| MLP-PLRMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Embedding [6]2025.12 | 0.96 | 0.6252 | 0.821 | 0.2368 | 0.4798 | 0.5528 | 0.1612 | 1.5048 | 8.625 | |
| MLP-PLRMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9599 | 0.6225 | 0.8208 | 0.2406 | 0.48 | 0.5507 | 0.1616 | 1.5097 | 9.875 | |
| RandomForestMethod Category=Classical Baselines, Temporal Information Handling=Static2025.12 | 0.958 | 0.6254 | 0.8142 | 0.2427 | 0.4846 | 0.5588 | 0.1649 | 1.5694 | 13.25 | |
| MLPMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Modulation (Ours)2025.12 | 0.9567 | 0.6267 | 0.5562 | 0.2499 | 0.4786 | 0.5594 | 0.1618 | 1.5122 | 11.5 | |
| TabRMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9543 | 0.6206 | 0.8147 | 0.2384 | 0.488 | 0.5548 | 0.1622 | 1.4629 | 12.25 | |
| MLPMethod Category=Adaptive Methods, Temporal Information Handling=Temporal Embedding [6]2025.12 | 0.9451 | 0.6267 | 0.553 | 0.261 | 0.4796 | 0.5569 | 0.1618 | 1.5333 | 12.375 | |
| LinearMethod Category=Classical Baselines, Temporal Information Handling=Static2025.12 | 0.9397 | 0.5895 | 0.8235 | 0.2458 | 0.4867 | 0.5591 | 0.1685 | 1.7425 | 15.125 | |
| MLPMethod Category=Deep Methods, Temporal Information Handling=Static2025.12 | 0.9383 | 0.6225 | 0.5532 | 0.2509 | 0.4814 | 0.5521 | 0.1619 | 1.5252 | 13.75 |