1 code implementation • 25 Jan 2022 • Laurens Bliek, Paulo da Costa, Reza Refaei Afshar, Yingqian Zhang, Tom Catshoek, Daniël Vos, Sicco Verwer, Fynn Schmitt-Ulms, André Hottung, Tapan Shah, Meinolf Sellmann, Kevin Tierney, Carl Perreault-Lafleur, Caroline Leboeuf, Federico Bobbio, Justine Pepin, Warley Almeida Silva, Ricardo Gama, Hugo L. Fernandes, Martin Zaefferer, Manuel López-Ibáñez, Ekhine Irurozki
Overall, by organizing this competition we have introduced routing problems as an interesting problem setting for AI researchers.
no code implementations • 13 Jan 2022 • Reza Refaei Afshar, Yingqian Zhang, Joaquin Vanschoren, Uzay Kaymak
Automated RL provides a framework in which different components of RL including MDP modeling, algorithm selection and hyper-parameter optimization are modeled and defined automatically.
no code implementations • 25 Apr 2020 • Reza Refaei Afshar, Yingqian Zhang, Murat Firat, Uzay Kaymak
This paper proposes a Deep Reinforcement Learning (DRL) approach for solving knapsack problem.