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black-box optimization 1budgeted search 1combinatorial optimization 1policy evolution 1synthetic objectives 1

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cs.AI2026

SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization

Nguyen Viet Tuan Kiet, Nguyen Huu Duc, Le Cong Bang +2

The paper proposes SCOPE, a framework that learns synthetic conditional objectives from search history to evolve diverse search policies for black-box combinatorial optimization, i…