no code implementations • 4 Mar 2024 • Ariyan Bighashdel, Yongzhao Wang, Stephen Mcaleer, Rahul Savani, Frans A. Oliehoek
In game theory, a game refers to a model of interaction among rational decision-makers or players, making choices with the goal of achieving their individual objectives.
no code implementations • 4 Apr 2023 • Ariyan Bighashdel, Daan de Geus, Pavol Jancura, Gijs Dubbelman
Learning anticipation in Multi-Agent Reinforcement Learning (MARL) is a reasoning paradigm where agents anticipate the learning steps of other agents to improve cooperation among themselves.
1 code implementation • 14 Jul 2021 • Ariyan Bighashdel, Panagiotis Meletis, Pavol Jancura, Gijs Dubbelman
This paper presents a deep Inverse Reinforcement Learning (IRL) framework that can learn an a priori unknown number of nonlinear reward functions from unlabeled experts' demonstrations.