policy evaluation error
Information about AI from the News, Publications, and Conferences
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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
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Weighted model estimation for offline model-based reinforcement learning
Neural Information Processing Systems
This paper discusses model estimation in offline model-based reinforcement learning (MBRL), which is important for subsequent policy improvement using an estimated model.
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Wasserstein Flow Meets Replicator Dynamics: A Mean-Field Analysis of Representation Learning in Actor-Critic
Neural Information Processing Systems
Actor-critic (AC) algorithms, empowered by neural networks, have had significant empirical success in recent years.
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