Proxy-BD substitutes certified ML proxies for exact subproblem optimization inside Benders decomposition while preserving cut validity, yielding up to 161x speedups and 240x fewer cuts on large facility-location instances.
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ID-PaS+ introduces an identity-aware predict-and-search framework for general parametric MIPs that outperforms Gurobi and prior PAS methods on real-world large-scale instances.
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The Proxy Benders Decomposition
Proxy-BD substitutes certified ML proxies for exact subproblem optimization inside Benders decomposition while preserving cut validity, yielding up to 161x speedups and 240x fewer cuts on large facility-location instances.
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ID-PaS+ : Identity-Aware Predict-and-Search for General Mixed-Integer Linear Programs
ID-PaS+ introduces an identity-aware predict-and-search framework for general parametric MIPs that outperforms Gurobi and prior PAS methods on real-world large-scale instances.