Wouter Kool

Latest

• Learning and Optimization in Combinatorial Spaces with a Focus on Deep Learning for Vehicle Routing
• Deep Policy Dynamic Programming for Vehicle Routing Problems
• A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning
• Hybrid Genetic Search for the Vehicle Routing Problem with Time Windows: a High-Performance Implementation
• Unbiased Gradient Estimation with Balanced Assignments for Mixtures of Experts
• Ancestral Gumbel-Top-k Sampling for Sampling Without Replacement
• Estimating Gradients for Discrete Random Variables by Sampling without Replacement
• Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement
• Buy 4 REINFORCE Samples, Get a Baseline for Free!
• Attention, Learn to Solve Routing Problems!
• Optimization of Two-Phase Methods using Simple Feedback Mechanisms
• ORTEC Pallet and Load Building
• Automation of the SET Card Game