Multi-agent privacy and utility evaluation on PrivacyLens Hierarchical
87.5Privacy ScoreFull-System LCGuard
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full-System LCGuardBackbone=LLaMA-8B, #Agents=52026.05 | 87.5 | 72 | 70.3 | 12.5 | 30.5 | |
| ADAPTBackbone=LLaMA-8B, #Agents=52026.05 | 86 | 44 | 31.5 | 14 | 42 | |
| PrivActBackbone=LLaMA-8B, #Agents=52026.05 | 81.5 | 71 | 44 | 18.5 | 75 | |
| Per-Agent LCGuardBackbone=LLaMA-8B, #Agents=52026.05 | 81 | 69 | 64.1 | 19 | 35.5 | |
| Vanilla KV Sharing (LatentMAS)Backbone=LLaMA-8B, #Agents=52026.05 | 38.5 | 74.5 | 81.5 | 61.5 | 78.5 |