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20212024
most citedA Model-Based Approach for Improving Reinforcement Learning Efficiency Leveraging Expert Observations

3 citations · 6 across the 8 of their papers we have counts for

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eess.SY2022

Opportunities and Challenges from Using Animal Videos in Reinforcement Learning for Navigation

Vittorio Giammarino, James Queeney, Lucas C. Carstensen +2

We investigate the use of animal videos (observations) to improve Reinforcement Learning (RL) efficiency and performance in navigation tasks with sparse rewards. Motivated by theor…

cs.LG2022

Combining imitation and deep reinforcement learning to accomplish human-level performance on a virtual foraging task

Vittorio Giammarino, Matthew F Dunne, Kylie N Moore +3

We develop a simple framework to learn bio-inspired foraging policies using human data. We conduct an experiment where humans are virtually immersed in an open field foraging envir…