Multi-agent privacy and utility evaluation on PrivacyLens Sequential
0.875Privacy ScoreADAPT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADAPTBackbone=LLaMA-8B, #Agents=42026.05 | 0.875 | 0.455 | 0.33 | 0.135 | 0.395 | |
| Full-System LCGuardBackbone=LLaMA-8B, #Agents=42026.05 | 0.845 | 0.735 | 0.691 | 0.155 | 0.285 | |
| PrivActBackbone=LLaMA-8B, #Agents=42026.05 | 0.835 | 0.725 | 0.455 | 0.165 | 0.735 | |
| Per-Agent LCGuardBackbone=LLaMA-8B, #Agents=42026.05 | 0.805 | 0.695 | 0.635 | 0.195 | 0.33 | |
| Vanilla KV Sharing (LatentMAS)Backbone=LLaMA-8B, #Agents=42026.05 | 0.405 | 0.755 | 0.835 | 0.595 | 0.76 |