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Wouter Kool
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Attention, learn to solve routing problems!
W Kool, H Van Hoof, M Welling
International Conference on Learning Representations (ICLR), 2019
13942019
Stochastic beams and where to find them: The gumbel-top-k trick for sampling sequences without replacement
W Kool, H Van Hoof, M Welling
International Conference on Machine Learning (ICML), 3499-3508, 2019
1902019
Deep Policy Dynamic Programming for Vehicle Routing Problems
W Kool, H van Hoof, J Gromicho, M Welling
Constraint Programming, Artificial Intelligence and Operations Research (CPAIOR), 2022
1332022
A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning
IAM Huijben, W Kool, MB Paulus, RJG Van Sloun
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
792022
Buy 4 REINFORCE Samples, Get a Baseline for Free!
W Kool, H van Hoof, M Welling
Deep Reinforcement Learning Meets Structured Prediction Workshop at ICLR 2019, 2019
572019
Estimating Gradients for Discrete Random Variables by Sampling without Replacement
W Kool, H van Hoof, M Welling
International Conference on Learning Representations (ICLR), 2020
562020
Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement
W Kool, H van Hoof, M Welling
Journal of Machine Learning Research (JMLR) 21 (47), 1-36, 2020
312020
Hybrid Genetic Search for the Vehicle Routing Problem with Time Windows: a High-Performance Implementation
W Kool, JO Juninck, E Roos, K Cornelissen, P Agterberg, J van Hoorn, ...
Workshop on the 12th DIMACS Implementation Challenge: Vehicle Routing Problems, 2022
122022
Unbiased Gradient Estimation with Balanced Assignments for Mixtures of Experts
W Kool, CJ Maddison, A Mnih
I Can't Believe It's Not Better (ICBINB) Workshop at NeurIPS 2021, 2021
92021
EURO Meets NeurIPS 2022 Vehicle Routing Competition
W Kool, L Bliek, D Numeroso, R Reijnen, RR Afshar, Y Zhang, T Catshoek, ...
Competition at NeurIPS 2022, 2022
82022
PyVRP: A high-performance VRP solver package
NA Wouda, L Lan, W Kool
INFORMS Journal on Computing, 2024
42024
Learning and Optimization in Combinatorial Spaces
W Kool
University of Amsterdam, 2022
1*2022
ORTEC Pallet and Load Building
W Kool, R Bekker, G Timmer, J Gromicho, B Miller, MB Analytics
2014
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