Decision-focused training creates linear surrogates for MILPs that include original constraints and accurately predict optimal solutions, outperforming neural network proxies in case studies.
Combining Deep Learning and Optimization for Preventive Security-Constrained DC Optimal Power Flow
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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.