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contextual optimization 1fenchel-young loss 1neural network policies 1primal-dual methods 1stochastic combinatorial optimization 1

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stat.ML2026

Generalization Bounds of Surrogate Policies for Combinatorial Optimization Problems

Pierre-Cyril Aubin-Frankowski, Yohann De Castro, Axel Parmentier +1

Many real-world decision problems require solving, again and again, combinatorial optimization instances drawn from a common distribution. A recent line of structured learning meth…