AI·Jul 7, 2026, 4:00 AM

TSP with Predictions: Heatmap to Tour with Provable Guarantees

Source: arXiv cs.LG

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TSP with Predictions: Heatmap to Tour with Provable Guarantees

arXiv:2607.03791v1 Announce Type: cross Abstract: The Traveling Salesperson Problem (TSP) has long served as a benchmark for evaluating the strength of optimization techniques in the classical theory of algorithms. In recent efforts to apply ML to algorithmic problems, TSP has also become a natural testbed for the development of ML-based techniques. A common approach is to train a neural network to output a heatmap estimating the likelihood of each edge to be part of the optimal tour; however, converting such a heatmap into an actual tour remains a non-trivial and often computationally intensi

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