Wouter Kool

According to our database, Wouter Kool authored at least 12 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

PyVRP: A High-Performance VRP Solver Package.

Niels A. Wouda, Leon Lan, Wouter Kool

INFORMS J. Comput., 2024

2023

A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning.

Iris A. M. Huijben, Wouter Kool, Max B. Paulus, Ruud J. G. van Sloun

IEEE Trans. Pattern Anal. Mach. Intell., 2023

Machine Learning Applications in Route Planning for Attended Home Delivery.

Thomas R. Visser, Ruggiero Seccia, Wouter Merkx, Wouter Kool, Leendert Kok

Proceedings of the Artificial Intelligence and Machine Learning - 35th Benelux Conference, 2023

2022

Deep Policy Dynamic Programming for Vehicle Routing Problems.

Wouter Kool, Herke van Hoof, Joaquim A. S. Gromicho, Max Welling

Proceedings of the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, 2022

2021

Unbiased Gradient Estimation with Balanced Assignments for Mixtures of Experts.

Wouter Kool, Chris J. Maddison, Andriy Mnih

CoRR, 2021

The EURO Meets NeurIPS 2022 Vehicle Routing Competition.

Wouter Kool, Laurens Bliek, Danilo Numeroso, Yingqian Zhang, Tom Catshoek, Kevin Tierney, Thibaut Vidal, Joaquim A. S. Gromicho

Proceedings of the NeurIPS 2022 Competition Track, 2021

2020

Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement.

Wouter Kool, Herke van Hoof, Max Welling

J. Mach. Learn. Res., 2020

Estimating Gradients for Discrete Random Variables by Sampling without Replacement.

Wouter Kool, Herke van Hoof, Max Welling

Proceedings of the 8th International Conference on Learning Representations, 2020

2019

Stochastic Beams and Where To Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement.

Wouter Kool, Herke van Hoof, Max Welling

Proceedings of the 36th International Conference on Machine Learning, 2019

Buy 4 REINFORCE Samples, Get a Baseline for Free!

Wouter Kool, Herke van Hoof, Max Welling

Proceedings of the Deep Reinforcement Learning Meets Structured Prediction, 2019

Attention, Learn to Solve Routing Problems!

Wouter Kool, Herke van Hoof, Max Welling

Proceedings of the 7th International Conference on Learning Representations, 2019

2018

Attention Solves Your TSP.

Wouter Kool, Max Welling

CoRR, 2018