Recommender System Revenue Maximization on Online A/B Test Production Traffic (Four-week Deployment)
16.67RevenueMaRCA-MPC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MaRCA-MPCBalancer Type=MPC-Based2025.12 | 16.67 | 18.18 | 14.24 | 19.51 | 1.29 | 5.22 | |
| MaRCA-FeedbackBalancer Type=Feedback-Based2025.12 | 14.93 | 15.65 | 11.67 | 17.79 | 0.64 | 5.58 | |
| RL-MPCA2025.12 | 12.16 | 13.78 | 9.07 | 15.37 | 0.55 | 4.85 | |
| DCAF2025.12 | 3.67 | 6.16 | 4.92 | 5.38 | 2.4 | 0.69 | |
| StaticDescription=Fixed allocation rules through stress testing2025.12 | 0 | 0 | 0 | 0 | 0 | 0 |