Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Methods

Neural Information Processing Systems 

Deep Neural Networks and Reinforcement Learning methods have empirically shown great promise in tackling challenging combinatorial problems.

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