no code implementations • 29 Dec 2021 • Ismael T. Freire, Adrián F. Amil, Paul F. M. J. Verschure
Here, we demonstrate that including a bias in the acquired memory content derived from the order of episodic sampling improves both the sample and memory efficiency of an episodic control algorithm.
no code implementations • 26 Dec 2020 • Ismael T. Freire, Adrián F. Amil, Vasiliki Vouloutsi, Paul F. M. J. Verschure
The sample-inefficiency problem in Artificial Intelligence refers to the inability of current Deep Reinforcement Learning models to optimize action policies within a small number of episodes.
no code implementations • 29 May 2019 • Ismael T. Freire, Xerxes D. Arsiwalla, Jordi-Ysard Puigbò, Paul Verschure
What are the computational principles to model a Theory of Mind (ToM)?
no code implementations • 16 Feb 2018 • Ismael T. Freire, Clement Moulin-Frier, Marti Sanchez-Fibla, Xerxes D. Arsiwalla, Paul Verschure
What is the role of real-time control and learning in the formation of social conventions?