JustDiag maintains explicit diagnostic process state for accountable root cause analysis and achieves stronger outcome and process scores than a control on 66 real-world incidents, with slightly lower completion rates due to calibrated non-closure.
mabc: multi-agent blockchain-inspired collabora- tion for root cause analysis in micro-services architecture.arXiv preprint arXiv:2404.12135, 2024
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Graph Traversal Agent improves root-cause F1 from 0.6087 to 0.9130 on ITBench snapshots but the gain is benchmark-coupled to cases where the injected fault is already in the evidence graph.
citing papers explorer
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JustDiag!: A Diagnostic Justification Engine for Accountable Root Cause Analysis
JustDiag maintains explicit diagnostic process state for accountable root cause analysis and achieves stronger outcome and process scores than a control on 66 real-world incidents, with slightly lower completion rates due to calibrated non-closure.
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Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents
Graph Traversal Agent improves root-cause F1 from 0.6087 to 0.9130 on ITBench snapshots but the gain is benchmark-coupled to cases where the injected fault is already in the evidence graph.