2 citations · 2 across the 3 of their papers we have counts for
3 papers
Discretization of continuous input spaces in the hippocampal autoencoder
Adrian F. Amil, Ismael T. Freire, Paul F. M. J. Verschure
The hippocampus has been associated with both spatial cognition and episodic memory formation, but integrating these functions into a unified framework remains challenging. Here, w…
Sequential memory improves sample and memory efficiency in Episodic Control
Ismael T. Freire, Adrián F. Amil, Paul F. M. J. Verschure
State of the art deep reinforcement learning algorithms are sample inefficient due to the large number of episodes they require to achieve asymptotic performance. Episodic Reinforc…
Towards sample-efficient episodic control with DAC-ML
Ismael T. Freire, Adrián F. Amil, Vasiliki Vouloutsi +1
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 o…