Multi-objective ranking on Kuaishou-ELive (test)
3.7522AUC SumHarmonRank
Evaluation results
| Method | Links | |
|---|---|---|
| HarmonRankNumber of objectives=52026.01 | 3.7522 | |
| HarmonRankPractical training speed=26.0K/s, Theoretical time complexity=O(n log n), Batch size=102402026.01 | 3.7522 | |
| Reinforce learningNumber of objectives=52026.01 | 3.7467 | |
| PLPractical training speed=24.8K/s, Theoretical time complexity=O(n^2), Batch size=102402026.01 | 3.7433 | |
| AUCMPractical training speed=26.9K/s, Theoretical time complexity=O(n), Batch size=102402026.01 | 3.7412 | |
| Label aggregationNumber of objectives=52026.01 | 3.6883 | |
| Multi-objective BCENumber of objectives=52026.01 | 3.6682 | |
| MBCEPractical training speed=27.4K/s, Theoretical time complexity=O(n), Batch size=102402026.01 | 3.6682 | |
| HarmonRankNumber of objectives=32026.01 | 2.2191 | |
| Reinforce learningNumber of objectives=32026.01 | 2.193 | |
| Multi-objective BCENumber of objectives=32026.01 | 2.1555 | |
| Label aggregationNumber of objectives=32026.01 | 2.0765 |