Agents that Matter: Optimizing Multi-Agent LLMs via Removal-Based Attribution

Mingyu Lu, Yushan Huang, Chris Lin +1

As multi-agent systems (MAS) become increasingly complex, identifying the contributions of individual agents is critical for system optimization. However, existing approaches lack…