FAMAS estimates the likelihood that an individual agent action caused a failure by comparing variations across repeated executions of the same multi-agent system.
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://conf.researchr.org/details/fse-2026/fse-2026-research-papers/205/Spectrum-based-Failure-Attribution-for-Multi-Agent-Systems (conf.researchr.org)