Researcher profile
Sergio Gómez Colmenarejo
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Scaling data-driven robotics with reward sketching and batch reinforcement learning
2019 · arXiv (Cornell University)
We present a framework for data-driven robotics that makes use of a large dataset of recorded robot experience and scales to several tasks using learned reward functions. We show how to apply this framework to …
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RL Unplugged: Benchmarks for Offline Reinforcement Learning.
2020 · arXiv (Cornell University)
Offline methods for reinforcement learning have a potential to help bridge the gap between reinforcement learning research and real-world applications. They make it possible to learn policies from offline datasets, thus overcoming concerns associated with …