| Attention, learn to solve routing problems! W Kool, H Van Hoof, M Welling International Conference on Learning Representations (ICLR), 2019 | 2353 | 2019 |
| 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 | 325 | 2019 |
| 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 | 237 | 2022 |
| 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 | 171 | 2022 |
| 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 | 147 | 2019 |
| PyVRP: A high-performance VRP solver package NA Wouda, L Lan, W Kool INFORMS Journal on Computing, 2024 | 89 | 2024 |
| Estimating Gradients for Discrete Random Variables by Sampling without Replacement W Kool, H van Hoof, M Welling International Conference on Learning Representations (ICLR), 2020 | 70 | 2020 |
| 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 | 46 | 2020 |
| 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 | 29 | 2022 |
| 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 | 18 | 2022 |
| 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 | 10 | 2021 |
| Learning and Optimization in Combinatorial Spaces W Kool University of Amsterdam, 2022 | 2* | 2022 |
| ORTEC Pallet and Load Building W Kool, R Bekker, G Timmer, J Gromicho, B Miller, MB Analytics | | 2014 |
Max WellingCAIO CuspAI & Professor Machine Learning, University of AmsterdamVerified email at uva.nl
