most citedOn Revealing the Hidden Problem Structure in Real-World and Theoretical Problems Using Walsh Coefficient Influence

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cs.AI2026

Limited Perfect Monotonical Surrogates constructed using low-cost recursive linkage discovery with guaranteed output

M. W. Przewozniczek, F. Chicano, R. Tinós +1

Surrogates provide a cheap solution evaluation and offer significant leverage for optimizing computationally expensive problems. Usually, surrogates only approximate the original f…

cs.AI2025

Moving between high-quality optima using multi-satisfiability characteristics in hard-to-solve Max3Sat instances

J. Piatek, M. W. Przewozniczek, F. Chicano +1

Gray-box optimization proposes effective and efficient optimizers of general use. To this end, it leverages information about variable dependencies and the subfunction-based proble…