Autonomous knowledge representation for efficient skill learning in cognitive robots

A Romero, B Meden, F Bellas, RJ Duro - International Work-Conference on …, 2022 - Springer
This work explores the effects of the introduction of variational autoencoder based
representation learning, and of its resulting latent spaces, within a robotic cognitive …

ANN-based representation learning in a lifelong open-ended learning cognitive architecture

A Romero, J Piater, F Bellas… - 2022 International Joint …, 2022 - ieeexplore.ieee.org
The frontier in robot autonomy is currently Lifelong Open-Ended Autonomy (LOLA). Within
these settings, a robot must be able to operate and learn in domains that are unknown at …