most citedScaling Neuro-symbolic Problem Solving: Solver-Free Learning of Constraints and Objectives

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cs.LG2025

Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints

Jayanta Mandi, Marianne Defresne, Senne Berden +1

When some parameters of a constrained optimization problem (COP) are uncertain, this gives rise to a predict-then-optimize (PtO) problem, comprising two stages: the prediction of t…