Learning-AugmentedApproximationAlgorithmsfor MaximumCutandRelatedProblems

Neural Information Processing Systems 

In this paper, we study the role of machine-learned predictions inofflineNP-hard problems. For offline problems, an algorithm has no information disadvantage compared to an optimal solution: thedisadvantage iscomputational.

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