Privacy and Utility Evaluation on AgentLeak Hierarchical (5 agents)
85PrivacyFull-System LCGuard
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full-System LCGuardBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 85 | 63 | 70.5 | 15 | 21.5 | |
| ADAPTBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 82.2 | 33 | 27 | 17.8 | 38 | |
| Per-Agent LCGuardBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 78.6 | 60 | 64 | 21.5 | 25.4 | |
| PrivActBackbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 56 | 58 | 39 | 44 | 74 | |
| Vanilla KV Sharing (LatentMAS)Backbone=Gemma-9B, Topology=Hier, #Agents=52026.05 | 25 | 65 | 76.5 | 75 | 90 |