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cs.AI2025
Syn-Diag: An LLM-based Synergistic Framework for Generalizable Few-shot Fault Diagnosis on the Edge
Zijun Jia, Shuang Liang, Jinsong Yu
Industrial fault diagnosis faces the dual challenges of data scarcity and the difficulty of deploying large AI models in resource-constrained environments. This paper introduces Sy…
cs.AI2025
Calibrated Prediction Set in Fault Detection with Risk Guarantees via Significance Tests
Mingchen Mei, Yi Li, YiYao Qian +1
Fault detection is crucial for ensuring the safety and reliability of modern industrial systems. However, a significant scientific challenge is the lack of rigorous risk control an…