AI RESEARCH
MsFormer: Enabling Robust Predictive Maintenance Services for Industrial Devices
arXiv CS.LG
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ArXi:2603.23076v1 Announce Type: new Providing reliable predictive maintenance is a critical industrial AI service essential for ensuring the high availability of manufacturing devices. Existing deep-learning methods present competitive results on such tasks but lack a general service-oriented framework to capture complex dependencies in industrial IoT sensor data. While Transformer-based models show strong sequence modeling capabilities, their direct deployment as robust AI services faces significant bottlenecks.