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Neural networks have long been powerful tools for handling complex data-driven tasks. Still, they often struggle to make discrete decisions under strict constraints, like routing vehicles or scheduling jobs. These discrete decision problems, commonly found in operations research, are computationally intensive and difficult to integrate into the smooth, continuous...