Abstract: Highlights•Prepare k solutions and choose the best of them upon knowledge of the true costs.•We provide fast exact algorithms for the problem for k=2.•Our heuristic yields close to optimal solutions for larger k.•Unsolved shortest path instances from the literature are now solved in minutes.
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