14 citations · 42 across the 7 of their papers we have counts for
3 papers · 1 filter
Neural Improvement Heuristics for Graph Combinatorial Optimization Problems
Andoni I. Garmendia, Josu Ceberio, Alexander Mendiburu
Recent advances in graph neural network architectures and increased computation power have revolutionized the field of combinatorial optimization (CO). Among the proposed models fo…
Neural Combinatorial Optimization: a New Player in the Field
Andoni I. Garmendia, Josu Ceberio, Alexander Mendiburu
Neural Combinatorial Optimization attempts to learn good heuristics for solving a set of problems using Neural Network models and Reinforcement Learning. Recently, its good perform…
Comparing Two Samples Through Stochastic Dominance: A Graphical Approach
Etor Arza, Josu Ceberio, Ekhiñe Irurozki +1
Non-deterministic measurements are common in real-world scenarios: the performance of a stochastic optimization algorithm or the total reward of a reinforcement learning agent in a…