Safeguarded Learned Convex Optimization

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TL; DR - Safeguarded learning to optimize (L2O) algorithms can leverage the strength of machine learning tools while maintaining convergence guarantees.

Howard Heaton, Xiaohan Chen, Atlas Wang, and Wotao Yin

(Under Construction - Aug 2020)

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