The authors introduce SPO-RC+, a convex surrogate for robust constrained predict-then-optimize, and show that truncation plus importance reweighting reduces decision error and infeasibility in synthetic knapsack and alloy production tasks.
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Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints
The authors introduce SPO-RC+, a convex surrogate for robust constrained predict-then-optimize, and show that truncation plus importance reweighting reduces decision error and infeasibility in synthetic knapsack and alloy production tasks.