Multi-agent latent communication privacy and utility on MAGPIE Graph
80PrivacyADAPT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADAPTTopology=Graph, Number of Agents=5, Base Model=LLaMA-3B2026.05 | 80 | 38 | 25 | 20 | 47 | |
| Full-System LCGuardTopology=Graph, Number of Agents=5, Base Model=LLaMA-3B2026.05 | 79.5 | 67 | 69.5 | 20.5 | 35 | |
| PrivActTopology=Graph, Number of Agents=5, Base Model=LLaMA-3B2026.05 | 74 | 66 | 47 | 26 | 78 | |
| Per-Agent LCGuardTopology=Graph, Number of Agents=5, Base Model=LLaMA-3B2026.05 | 73 | 64 | 63 | 27 | 40 | |
| Vanilla KV Sharing (KVComm)Topology=Graph, Number of Agents=5, Base Model=LLaMA-3B2026.05 | 37 | 69 | 71 | 63 | 84 |