Abstract: Highlights•First research on Algorithm Selection and Anytime Algorithm Selection for Pseudo Boolean Optimization (PBO).•Inclusion of a “no solution” special label to predict when a solution is not expected for a given time limit.•Inclusion of the mˆms for anytime scenarios.•Identification of new informative features for algorithm selection on PBO.•Implementation and comparison of dynamic portfolios for anytime PBO.
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