Diming Zhang

Prompt transfer for few-shot fault diagnosis in IIoT: a federated learning framework with tabular foundation models

In industrial internet of things (IIoT) deployments, condition monitoring data is rarely complete. Labeled samples are scarce, sensors drop out, signals are corrupted by noise, and what reaches the edge is often a sparse, distorted fragment of the ideal dataset. Federated learning preserves privacy, yet its standard fo...