Researcher profile
Kristopher De Asis
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Multi-Step Reinforcement Learning: A Unifying Algorithm
2018 · Proceedings of the AAAI Conference on Artificial Intelligence
Unifying seemingly disparate algorithmic ideas to produce better performing algorithms has been a longstanding goal in reinforcement learning. As a primary example, TD(λ) elegantly unifies one-step TD prediction with Monte Carlo methods through the use …
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Per-decision Multi-step Temporal Difference Learning with Control Variates
2018 · arXiv (Cornell University)
Multi-step temporal difference (TD) learning is an important approach in reinforcement learning, as it unifies one-step TD learning with Monte Carlo methods in a way where intermediate algorithms can outperform either extreme. They address a …