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 Deep Learning



TimothyNguyen RomanNovak

Neural Information Processing Systems

Deep learning has become extraordinarily successful in a wide variety of settings through the availability of large datasets [Krizhevsky et al., 2012, Devlin et al., 2018, Brown et al., 2020, Dosovitskiyetal.,2020].






MatrixEncodingNetworks forNeuralCombinatorialOptimization

Neural Information Processing Systems

Fortunately, researchers in operations research (OR) have developed ways to tackle these NP-hard problems in practice, mixed integer programming (MIP) and meta-heuristics being two of the most general and popular approaches.