Wouter Kool
4 papers · 2019–2020 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Bronze
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Keywords
stochastic beam search
(2)
reinforcement learning
(1)
probabilistic inference
(1)
attention mechanism
(1)
gradient estimation
(1)
variance reduction
(1)
bayesian network
(1)
traveling salesman problem
(1)
sequence model
(1)
gumbel-max trick
(1)
vehicle routing problem
(1)
sampling without replacement
(1)
pointer network
(1)
discrete random variable
(1)
reinforce algorithm
(1)
categorical distribution
(1)
sequence sampling
(1)
gumbel-top-k trick
(1)
combinatorial optimization
(1)
categorical variational autoencoder
(1)
Papers
Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement
JMLR 2020
Estimating Gradients for Discrete Random Variables by Sampling without Replacement
ICLR 2020
Attention, Learn to Solve Routing Problems!
ICLR 2019
Stochastic Beams and Where To Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement
ICML 2019