198 citations · 1.1k across the 35 of their papers we have counts for
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cs.LG2017★ 121 cited
Task-based End-to-end Model Learning in Stochastic Optimization
Priya L. Donti, Brandon Amos, J. Zico Kolter
With the increasing popularity of machine learning techniques, it has become common to see prediction algorithms operating within some larger process. However, the criteria by whic…
cs.LG2017★ 137 cited
OptNet: Differentiable Optimization as a Layer in Neural Networks
Brandon Amos, J. Zico Kolter
This paper presents OptNet, a network architecture that integrates optimization problems (here, specifically in the form of quadratic programs) as individual layers in larger end-t…