2 papers
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…
cs.LG2024
Harmonic Machine Learning Models are Robust
Nicholas S. Kersting, Yi Li, Aman Mohanty +2
We introduce Harmonic Robustness, a powerful and intuitive method to test the robustness of any machine-learning model either during training or in black-box real-time inference mo…