Effect-Invariant Mechanisms for Policy Generalization

Policy learning is an important component of many real-world learning systems. A major challenge in policy learning is how to adapt efficiently to unseen environments or tasks. Recently, it has been suggested to exploit invariant conditional distributions to learn models that generalize better to un...

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Veröffentlicht in:Journal of machine learning research 2024, Vol.25
Hauptverfasser: Saengkyongam, Sorawit, Pfister, Niklas, Klasnja, Predrag, Murphy, Susan, Peters, Jonas
Format: Artikel
Sprache:eng
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