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Wouter Kool
ORCID
Publication Activity (10 Years)
Years Active: 2018-2023
Publications (10 Years): 13
Top Topics
Sampling Strategies
Discrete Random Variables
Monte Carlo
Tree Grammars
Top Venues
CoRR
DeepRLStructPred@ICLR
J. Mach. Learn. Res.
IEEE Trans. Pattern Anal. Mach. Intell.
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Publications
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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)