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Gray-Box Optimization

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Gray-Box Optimization and the Vertex Coloring Problem

arXiv:2606.08128v1 Announce Type: new Abstract: Gray-box optimization is an approach for making some problem-specific information available to the algorithm while still relying on fitness information as the main guide to an optimum. This approach was shown to be beneficial in various combinatorial optimization tasks and neatly captures the continuum between fully black-box algorithms and tailored algorithms. In this work, we discuss different flavors of gray-box algorithms.

arXiv CS 1d ago

Local Search on Vertex Coloring for Bipartite Graphs

arXiv:2606.09509v1 Announce Type: new Abstract: Local search is a well-known heuristic method used in optimization. In this thesis, we explore its capabilities on the vertex coloring problem, an $NP$-hard problem with relevance in both theoretical analysis and practical application.

arXiv CS 1d ago