Automatic design of specialized algorithms for the binary knapsack problem.

•Complex optimization problems arise in many artificial intelligence fields.•Algorithms are automatically designed for a complex optimization problem.•The automatic design produces several algorithms for the same problem.•The algorithms are specialized for set of instances.•The novel algorithms that emerge are computationally effective.