Dynamic Trust-Aware Sparse Communication Topology

Dynamic Trust-Aware Sparse Communication Topology for LLM-Based Multi-Agent Consensus

Announce Type: new Abstract: Large language model-driven multi-agent systems enhance the reliability of complex reasoning tasks through multi-round deliberation, role specialization, and cross-validation. However, existing multi-agent debate and collaboration frameworks typically adopt fully connected communication, causing the number of messages, token costs, and end-to-end latency to grow approximately quadratically with the number of agents; although fixed sparse topologies reduce...