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The traveling salesman problem is a fundamental combinatorial optimization problem with strong exact algorithms.
An efficient graph convolutional network technique for the travelling salesman problem
Joshi, C. K.; Laurent, T.; and Bresson, X. 2019 · 1906
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Implementing vehicle routing models
Robust, F.; Daganzo, C. F.; and Souleyrette II, R. R. 1990 · 1990
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Simple statistical gradient-following algorithms for connectionist reinforcement learning
Williams, R. J. 1992 · 1992
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Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances
Fu, Z.-H.; Qiu, K.-B.; and Zha, H. 2020 · 2012
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Sinkhorn distances: Lightspeed computation of optimal transport
Cuturi, M. 2013 · 2013
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Survey of methodologies for tsp and vrp
Anbuudayasankar, S.; Ganesh, K.; and Mohapatra, S. 2014 · 2014
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Adam: A method for stochastic optimization
Kingma, D. P.; and Ba, J. 2014 · 2014
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Vinyals, O.; Fortunato, M.; and Jaitly, N. 2015 · 2015
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Neural Combinatorial Optimization with Reinforcement Learning
Bello, I.; Pham, H.; Le, Q. V.; Norouzi, M.; and Bengio, S. 2017 · 2017
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Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, L.; and Polosukhin, I. 2017 · 2017
Design of optimization system for warehouse order picking in real environment
Zunic, E.; Besirevic, A.; Skrobo, R.; Hasic, H.; Hodzic, K.; and Djedovic, A. 2017 · 2017
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Learning permutations with sinkhorn policy gradient
Emami, P.; and Ranka, S. 2018 · 2018
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Attention, learn to solve routing problems!
Kool, W.; Van Hoof, H.; and Welling, M. 2018 · 2018
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The Transformer Network for the Traveling Salesman Problem
Bresson, X.; and Laurent, T. 2021 · 2021
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Deep Policy Dynamic Programming for Vehicle Routing Problems
Kool, W.; van Hoof, H.; Gromicho, J.; and Welling, M. 2021 · 2021
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Cited alongside, same era.
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