Wouter Kool

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 14

Top Topics

Discrete Random Variables

Routing Problem

Metropolis Hastings

Sampling Strategies

Top Venues

DeepRLStructPred@ICLR

J. Mach. Learn. Res.

Publications

Niels A. Wouda, Leon Lan, Wouter Kool
PyVRP: a high-performance VRP solver package. CoRR (2024)
Iris A. M. Huijben, Wouter Kool, Max B. Paulus, Ruud J. G. van Sloun
A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning. IEEE Trans. Pattern Anal. Mach. Intell. 45 (2) (2023)
Wouter Kool, Herke van Hoof, Joaquim A. S. Gromicho, Max Welling
Deep Policy Dynamic Programming for Vehicle Routing Problems. CPAIOR (2022)
Wouter Kool, Herke van Hoof, Joaquim A. S. Gromicho, Max Welling
Deep Policy Dynamic Programming for Vehicle Routing Problems. CoRR (2021)
Wouter Kool, Chris J. Maddison, Andriy Mnih
Unbiased Gradient Estimation with Balanced Assignments for Mixtures of Experts. CoRR (2021)
Wouter Kool, Laurens Bliek, Danilo Numeroso, Yingqian Zhang, Tom Catshoek, Kevin Tierney, Thibaut Vidal, Joaquim A. S. Gromicho
The EURO Meets NeurIPS 2022 Vehicle Routing Competition. NeurIPS (Competition and Demos) (2021)
Wouter Kool, Herke van Hoof, Max Welling
Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement. J. Mach. Learn. Res. 21 (2020)
Wouter Kool, Herke van Hoof, Max Welling
Estimating Gradients for Discrete Random Variables by Sampling without Replacement. ICLR (2020)
Wouter Kool, Herke van Hoof, Max Welling
Estimating Gradients for Discrete Random Variables by Sampling without Replacement. CoRR (2020)
Wouter Kool, Herke van Hoof, Max Welling
Stochastic Beams and Where To Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement. ICML (2019)
Wouter Kool, Herke van Hoof, Max Welling
Buy 4 REINFORCE Samples, Get a Baseline for Free! DeepRLStructPred@ICLR (2019)
Wouter Kool, Herke van Hoof, Max Welling
Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement. CoRR (2019)
Wouter Kool, Herke van Hoof, Max Welling
Attention, Learn to Solve Routing Problems! ICLR (Poster) (2019)
Wouter Kool, Max Welling
Attention Solves Your TSP. CoRR (2018)