AINeutralarXiv – CS AI · 6h ago6/10
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PropLLM: Propagation-Aware Scene Reconstruction for Network Fault Diagnosis
PropLLM is a novel AI system that diagnoses network faults by tracing propagation paths backward from symptomatic alerts using large language models combined with knowledge graphs. The approach achieves 3.9% improvement in fault diagnosis accuracy and reduces hallucinations by 50.8% compared to existing methods, with validation across Wi-Fi and 5G networks.