Aishvariya Priya Rathina Sabapathy

CAIR: Counterfactual-based Agent Influence Ranker for Agentic AI Workflows

An Agentic AI Workflow (AAW), also known as an LLM-based multi-agent system, is an autonomous system that assembles several LLM-based agents to work collaboratively towards a shared goal. The high autonomy, widespread adoption, and growing interest in such AAWs highlight the need for a deeper unders