Privacy and Utility Evaluation on AgentLeak Sequential, 3 agents
84.5Privacy ScoreFull-System LCGuard
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full-System LCGuardBackbone=Gemma-9B, Topology=Seq, #Agents=32026.05 | 84.5 | 65 | 72 | 15.5 | 23.5 | |
| ADAPTBackbone=Gemma-9B, Topology=Seq, #Agents=32026.05 | 83 | 35 | 28.5 | 17 | 40 | |
| Per-Agent LCGuardBackbone=Gemma-9B, Topology=Seq, #Agents=32026.05 | 78.5 | 61 | 66 | 21.5 | 27.5 | |
| PrivActBackbone=Gemma-9B, Topology=Seq, #Agents=32026.05 | 58.2 | 56 | 45.5 | 41.8 | 77 | |
| Vanilla KV Sharing (LatentMAS)Backbone=Gemma-9B, Topology=Seq, #Agents=32026.05 | 27 | 66 | 78.5 | 73 | 89.5 |