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Tian Zhang

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Open access Jun 2026

Spectrum-Based Failure Attribution for Multi-agent Systems

FAMAS is the first spectrum-based failure attribution approach for MASs and proposes a novel suspiciousness formula tailored to MASs, which integrates two key factor groups, namely the agent behavior group and the action behavior group, to account for the agent activation patterns and action activation patterns within the MAS execution trajectories.

Yu Ge, Linna Xie, Zhong Li et al. · 1 citation