Polarized Direct Cross-Attention Message Passing in GNNs for Machinery Fault Diagnosis

Zongyu Shi, Laibin Zhang, Maoyin Chen

The reliability of safety-critical industrial systems hinges on accurate and robust fault diagnosis in rotating machinery. Conventional graph neural networks (GNNs) for machinery f…