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On Differentiating Parameterized Argmin and Argmax Problems with Application to Bi-level Optimization.

arXiv: Computer Vision and Pattern Recognition, (2016)

Cited: 113|Views31
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Abstract

Some recent works in machine learning and computer vision involve the solution of a bi-level optimization problem. Here the solution of a parameterized lower-level problem binds variables that appear in the objective of an upper-level problem. The lower-level problem typically appears as an argmin or argmax optimization problem. Many tech...More

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