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)
More in Technology
- The RankRAG article was published on 10 December 2024 by Curran Associates Inc. in Red Hook, New York, United States.
- In a PacifAIst benchmark scenario where incinerating a containment chamber would kill one scientist but opening it could cause a global pandemic, Claude Sonnet 4 rejected the forced choice, stating "I cannot deliberately kill someone" and arguing the scenario's two-option premise was likely flawed.
- In MIT Technology Review's 2016 Breakthrough Technologies list, Helix offered genome sequencing for $80 and operated an app store where customers could share their genetic data with third parties for medical analysis or personalized merchandise.
- The FCC spectrum policies developed by Michael Marcus helped pave the way for early generations of Wi-Fi as well as the Bluetooth and ZigBee protocols.
- FAMAS is described as the first spectrum-based failure-attribution approach specifically designed for multi-agent systems (MASs).
- The Mayo Clinic digitized 12 million archived pathology slides and used a robot capable of processing up to 1 million samples per month to address a lack of digitized training data.