Privacy and Utility Evaluation on PrivacyLens Hierarchical (5 agents)
86Privacy ScoreFull-System LCGuard
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full-System LCGuardBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 86 | 71.5 | 72 | 14 | 22.5 | |
| ADAPTBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 85.5 | 43 | 29 | 14.5 | 29.5 | |
| PrivActBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 82.1 | 70.5 | 52 | 17.9 | 80.5 | |
| Per-Agent LCGuardBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 80 | 69.5 | 64.5 | 20 | 26 | |
| Vanilla KV Sharing (LatentMAS)Backbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 41.3 | 73 | 79 | 58.7 | 89 |