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3 months ago

10,000 optimal CVRP solutions for testing machine learning based heuristics

{Anonymous}

10,000 optimal CVRP solutions for testing machine learning based heuristics

Abstract

We introduce a benchmark of 10,000 instances with heterogeneous characteristics for the capacitated vehicle routing problem. We also provide optimal solutions for almost all of them along with a generator to produce additional training and validation data. This benchmark aims to permit a more systematic comparison of machine learning based search algorithms on this important problem. We also emit recommendations regarding the correct use of this dataset.

Benchmarks

BenchmarkMethodologyMetrics
3d-point-cloud-reinforcement-learning-onModelko
12 steps RMSE: 128

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10,000 optimal CVRP solutions for testing machine learning based heuristics | Papers | HyperAI