Decision-focused training creates linear surrogates for MILPs that include original constraints and accurately predict optimal solutions, outperforming neural network proxies in case studies.
Efficient Representation and Approximation of Model Predictive Control Laws via Deep Learning
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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.