Label-Free Supervision of Neural Networks with Physics and Domain Knowledge

Russell Stewart, Stefano Ermon

In many machine learning applications, labeled data is scarce and obtaining more labels is expensive. We introduce a new approach to supervising neural networks by specifying const…