| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-agent Sequential Communication | AgentLeak | Privacy Score86.5 | 20 | |
| Communication channel leakage evaluation | AgentLeak (test) | Privacy Score0.823 | 10 | |
| Multi-agent privacy and utility evaluation | AgentLeak Hierarchical | Privacy87 | 10 | |
| Multi-agent privacy and utility evaluation | AgentLeak Sequential | Privacy86 | 10 | |
| Privacy and Utility Evaluation | AgentLeak Hierarchical 5 agents | Privacy85 | 5 | |
| Privacy and Utility Evaluation | AgentLeak Sequential, 3 agents | Privacy Score84.5 | 5 | |
| Multi-agent latent communication privacy and utility | AgentLeak Graph | Privacy78 | 5 | |
| Privacy Leakage Analysis | AgentLeak traces | C1 Output27.2 | 3 |