Auction Efficiency Analysis on Federated Learning Privacy Auction simulation B=50, 1000 rounds (test)
50Total RevenueMFG-Pricing
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MFG-PricingBudget Constraint Type=Soft Lagrangian, Simulation Rounds=1000, Total Budget (B)=502026.03 | 50 | 0.8698 | 1 | 37.2081 | |
| MFG-RegretNetBudget Constraint Type=Soft Lagrangian, Simulation Rounds=1000, Total Budget (B)=502026.03 | 50 | 0.842 | 1 | 37.2339 | |
| DM-RegretNetBudget Constraint Type=Hard Projection, Simulation Rounds=1000, Total Budget (B)=502026.03 | 49.3953 | 1 | 0.9879 | 36.6356 | |
| RegretNetBudget Constraint Type=Hard Projection, Simulation Rounds=1000, Total Budget (B)=502026.03 | 49.2263 | 1 | 0.9845 | 36.4664 | |
| CSRABudget Constraint Type=Hard Projection, Simulation Rounds=1000, Total Budget (B)=502026.03 | 31.8232 | 1 | 0.6365 | 29.5236 | |
| PACBudget Constraint Type=Hard Projection, Simulation Rounds=1000, Total Budget (B)=502026.03 | 8.1694 | 1 | 0.1634 | 4.075 | |
| VCGBudget Constraint Type=Hard Projection, Simulation Rounds=1000, Total Budget (B)=502026.03 | 8.1694 | 1 | 0.1634 | 4.075 |