The Laplacian Keyboard: Beyond the Linear Span

In three linesLaplacian Keyboard (LK) is a hierarchical framework that overcomes limitations of Laplacian eigenvectors in RL. LK builds a task-agnostic behavior library and uses a meta-policy to dynamically combine them, enabling learning of policies beyond the original linear span while improving sample efficiency over standard RL methods.

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