Privacy and Utility Evaluation on PrivacyLens Sequential (4 agents)
87Privacy ScoreADAPT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADAPTBackbone=Gemma-9B, Topology=Seq, #Agents=42026.05 | 87 | 44 | 30.5 | 13 | 31.5 | |
| PrivActBackbone=Gemma-9B, Topology=Seq, #Agents=42026.05 | 83.5 | 71.5 | 64 | 16.5 | 83 | |
| Full-System LCGuardBackbone=Gemma-9B, Topology=Seq, #Agents=42026.05 | 82.5 | 72.5 | 73.5 | 17.5 | 20.5 | |
| Per-Agent LCGuardBackbone=Gemma-9B, Topology=Seq, #Agents=42026.05 | 79 | 69 | 67.5 | 21 | 24.5 | |
| Vanilla KV Sharing (LatentMAS)Backbone=Gemma-9B, Topology=Seq, #Agents=42026.05 | 44 | 74 | 80.5 | 56 | 88.5 |