75 citations · 182 across the 20 of their papers we have counts for
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cs.AI2016
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…
cs.AI2014★ 12 cited
Pattern Decomposition with Complex Combinatorial Constraints: Application to Materials Discovery
Stefano Ermon, Ronan Le Bras, Santosh K. Suram +4
Identifying important components or factors in large amounts of noisy data is a key problem in machine learning and data mining. Motivated by a pattern decomposition problem in mat…