Search Results for author: Adrián F. Amil

Found 2 papers, 0 papers with code

Sequential Episodic Control

no code implementations29 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.

Hippocampus reinforcement-learning +1

Towards sample-efficient episodic control with DAC-ML

no code implementations26 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.

Hippocampus reinforcement-learning +1

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