2 papers
stat.ML2024
Bayesian Entropy Neural Networks for Physics-Aware Prediction
Rahul Rathnakumar, Jiayu Huang, Hao Yan +1
This paper addresses the need for deep learning models to integrate well-defined constraints into their outputs, driven by their application in surrogate models, learning with limi…
cs.LG2024
Image-based Novel Fault Detection with Deep Learning Classifiers using Hierarchical Labels
Nurettin Sergin, Jiayu Huang, Tzyy-Shuh Chang +1
One important characteristic of modern fault classification systems is the ability to flag the system when faced with previously unseen fault types. This work considers the unknown…