Decision-focused training creates linear surrogates for MILPs that include original constraints and accurately predict optimal solutions, outperforming neural network proxies in case studies.
MIPaaL: Mixed integer program as a layer
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Decision-Focused Surrogate Modeling for Mixed-Integer Linear Optimization
Decision-focused training creates linear surrogates for MILPs that include original constraints and accurately predict optimal solutions, outperforming neural network proxies in case studies.