FAMAS uses systematic trajectory replay and abstraction before applying spectrum analysis to multi-agent system execution trajectories.
Sources
- Who is Introducing the Failure? Automatically Attributing Failures of Multi-Agent Systems via Spectrum Analysis (arxiv.org)
- https://doi.org/10.1145/3797113 (doi.org)
- https://www.semanticscholar.org/paper/Who-is-Introducing-the-Failure-Automatically-of-via-Ge-Xie/61938ba52e8d25df58ab7973a3e927cf620d846f (semanticscholar.org)
- https://conf.researchr.org/details/fse-2026/fse-2026-research-papers/205/Spectrum-based-Failure-Attribution-for-Multi-Agent-Systems (conf.researchr.org)
- https://www.researchgate.net/publication/401193207_A_Survey_for_LLM_Agent_Trajectory_Analysis_From_Failure_Attribution_to_Enhancement (researchgate.net)