activity
20192023
most citedA Survey on Offline Reinforcement Learning: Taxonomy, Review, and Open Problems

339 citations · 408 across the 13 of their papers we have counts for

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Showing 2022Show all

4 papers · 1 filter

cs.CV2022★ 11 cited

Dense Prediction Transformer for Scale Estimation in Monocular Visual Odometry

André O. Françani, Marcos R. O. A. Maximo

Monocular visual odometry consists of the estimation of the position of an agent through images of a single camera, and it is applied in autonomous vehicles, medical robots, and au…

cs.LG2022

Supervised Machine Learning for Effective Missile Launch Based on Beyond Visual Range Air Combat Simulations

Joao P. A. Dantas, Andre N. Costa, Felipe L. L. Medeiros +3

This work compares supervised machine learning methods using reliable data from constructive simulations to estimate the most effective moment for launching missiles during air com…

cs.RO2022★ 14 cited

Real-time motion planning and decision-making for a group of differential drive robots under connectivity constraints using robust MPC and mixed-integer programming

Angelo Caregnato-Neto, Marcos Ricardo Omena de Albuquerque Maximo, Rubens Junqueira Magalhães Afonso

This work is concerned with the problem of planning trajectories and assigning tasks for a Multi-Agent System (MAS) comprised of differential drive robots. We propose a multirate h…

cs.LG2022★ 339 cited

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…