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meta-irl method

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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) …

Reviews: SMILe: Scalable Meta Inverse Reinforcement Learning through Context-Conditional Policies

Neural Information Processing SystemsJan-22-2025, 12:14:05 GMT

The paper introduces a scalable approach for doing meta inverse RL based on maximum entropy IRL. The baseline is a meta-learning method based on behavioral cloning over which a significant performance improvement is obtained, Pro: The approach seems technically sound, building on the theory of AIRL/GAIL. Also, implementing the equations in a practical and efficient way is a non-trivial contribution. Furthermore, the paper is clearly written. The motivation for IRL versus BC and the advantages that IL can have over RL are clearly explained.

context-conditional policy, meta-irl method, scalable meta inverse reinforcement learning, (4 more...)

Neural Information Processing Systems

Technology: Information Technology > Artificial Intelligence > Machine Learning > Reinforcement Learning (0.85)

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