Conflict-Resilient Multi-Agent Reasoning via Signed Graph Modeling

In three linesSIGMA is a signed graph-based multi-agent framework that explicitly models trust, conflict, and neutral relations among LLM agents. Through conflict-aware message passing and weighted aggregation, it suppresses conflicting signals and reinforces trustworthy agents. Experiments on 6 benchmarks demonstrate accuracy and conflict-resilience gains over baselines.

Summary generated by Claude — human-verified