339 citations · 354 across the 8 of their papers we have counts for
3 papers · 1 filter
Learning To Explore With Predictive World Model Via Self-Supervised Learning
Alana Santana, Paula P. Costa, Esther L. Colombini
Autonomous artificial agents must be able to learn behaviors in complex environments without humans to design tasks and rewards. Designing these functions for each environment is n…
A Survey on Offline Reinforcement Learning: Taxonomy, Review, and Open Problems
Rafael Figueiredo Prudencio, Marcos R. O. A. Maximo, Esther Luna Colombini
With the widespread adoption of deep learning, reinforcement learning (RL) has experienced a dramatic increase in popularity, scaling to previously intractable problems, such as pl…
Neural Attention Models in Deep Learning: Survey and Taxonomy
Alana Santana, Esther Colombini
Attention is a state of arousal capable of dealing with limited processing bottlenecks in human beings by focusing selectively on one piece of information while ignoring other perc…