Attention Solves Your TSP. - Wouter Kool 001; Max Welling (CoRR, 2018)

Attention, Learn to Solve Routing Problems! - Wouter Kool 001; Herke van Hoof; Max Welling (ICLR (Poster), 2019)

Buy 4 REINFORCE Samples, Get a Baseline for Free! - Wouter Kool 001; Herke van Hoof; Max Welling (DeepRLStructPred@ICLR, 2019)

Stochastic Beams and Where To Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement. - Wouter Kool 001; Herke van Hoof; Max Welling (ICML, 2019)

Estimating Gradients for Discrete Random Variables by Sampling without Replacement. - Wouter Kool 001; Herke van Hoof; Max Welling (ICLR, 2020)

Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement. - Wouter Kool 001; Herke van Hoof; Max Welling (J. Mach. Learn. Res., 2020)

The EURO Meets NeurIPS 2022 Vehicle Routing Competition. - Wouter Kool 001; Laurens Bliek; Danilo Numeroso; Yingqian Zhang 001; Tom Catshoek; Kevin Tierney; Thibaut Vidal; Joaquim A. S. Gromicho (NeurIPS (Competition and Demos), 2021)

Unbiased Gradient Estimation with Balanced Assignments for Mixtures of Experts. - Wouter Kool 001; Chris J. Maddison; Andriy Mnih (CoRR, 2021)

Deep Policy Dynamic Programming for Vehicle Routing Problems. - Wouter Kool 001; Herke van Hoof; Joaquim A. S. Gromicho; Max Welling (CPAIOR, 2022)

Machine Learning Applications in Route Planning for Attended Home Delivery. - Thomas R. Visser; Ruggiero Seccia; Wouter Merkx; Wouter Kool 001; Leendert Kok (BNAIC/BENELEARN, 2023)

A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning. - Iris A. M. Huijben; Wouter Kool 001; Max B. Paulus; Ruud J. G. van Sloun (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

PyVRP: A High-Performance VRP Solver Package. - Niels A. Wouda; Leon Lan; Wouter Kool 001 (INFORMS J. Comput., 2024)