Multi-agent Sequential Communication on MAGPIE
88Privacy ScoreADAPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADAPTTopology=Seq, #Agents=4, Backbone=Qwen3-14B, Communication Protocol=KVComm2026.05 | 88 | 47 | 32 | 12 | 36 | |
| Full-System LCGuardTopology=Seq, #Agents=4, Backbone=Qwen3-14B, Communication Protocol=KVComm2026.05 | 85.5 | 75.5 | 78 | 14.5 | 26 | |
| PrivActTopology=Seq, #Agents=4, Backbone=Qwen3-14B, Communication Protocol=KVComm2026.05 | 83 | 74 | 65.5 | 17 | 80 | |
| ADAPTTopology=Seq, Number of Agents=4, Base Model=LLaMA-3B2026.05 | 83 | 40 | 28 | 17 | 38 | |
| Per-Agent LCGuardTopology=Seq, #Agents=4, Backbone=Qwen3-14B, Communication Protocol=KVComm2026.05 | 81 | 72.5 | 71 | 19 | 30 | |
| Full-System LCGuardTopology=Seq, Number of Agents=4, Base Model=LLaMA-3B2026.05 | 80 | 69 | 71 | 20 | 29 | |
| PrivActTopology=Seq, Number of Agents=4, Base Model=LLaMA-3B2026.05 | 78 | 68 | 54 | 22 | 72 | |
| Per-Agent LCGuardTopology=Seq, Number of Agents=4, Base Model=LLaMA-3B2026.05 | 76 | 66 | 64 | 24 | 33 | |
| Vanilla KV Sharing (KVComm)Topology=Seq, #Agents=4, Backbone=Qwen3-14B, Communication Protocol=KVComm2026.05 | 46 | 78 | 84 | 54 | 85.5 | |
| Vanilla KV Sharing (KVComm)Topology=Seq, Number of Agents=4, Base Model=LLaMA-3B2026.05 | 41 | 71 | 76 | 59 | 78 |