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[1810.06721] Optimizing Agent Behavior over Long Time ...
arXiv
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arXiv
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由 CC Hung 著作2018被引用 144 次 — We introduce a new paradigm for reinforcement learning where agents use recall of specific memories to credit actions from the past.
Optimizing agent behavior over long time scales by ...
Nature
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由 CC Hung 著作2019被引用 144 次 — We introduce a paradigm where agents use recall of specific memories to credit past actions, allowing them to solve problems that are intractable for existing ...
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Optimizing agent behavior over long time scales by ...
National Institutes of Health (NIH) (.gov)
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由 CC Hung 著作2019被引用 144 次 — We introduce a paradigm where agents use recall of specific memories to credit past actions, allowing them to solve problems that are intractable for existing ...
(PDF) Optimizing agent behavior over long time scales by ...
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For example, the Temporal Value Transport (TVT) algorithm [15] encodes compressed memories of events, retrieves them to guide action selection and ...
[PDF] Optimizing agent behavior over long time scales by ...
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Here, the authors show how a mechanism that connects learning from delayed rewards with memory retrieval can enable AI agents to discover links between past ...
Optimizing Agent Behavior over Long Time Scales by ...
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Here, we introduce a new paradigm for reinforcement learning where agents use recall of specific memories to credit actions from the past, allowing them to ...
Optimizing agent behavior over long time scales by ...
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Optimizing agent behavior over long time scales by transporting value. Chia-Chun Hung / Timothy Lillicrap / Josh Abramson / Yan Wu / Mehdi Mirza / Federico ...
google-deepmind/tvt
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The code for our paper Optimizing agent behavior over long time scales by transporting value is available in this DeepMind research repository. About. No ...
[R] Optimizing Agent Behavior over Long Time Scales by ...
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2018年10月27日 — They give the agent a long term memory by letting it choose to save and load the agent working memory (represented by the LSTM's hidden state).
[R] Optimizing Agent Behavior over Long Time Scales by ...
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2018年10月18日 — The paper also states in the section called "Temporal Value Transport" that TVT effectively transforms a problem into one with no delay at all.
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