Discovering a symbolic planning language from continuous experience

AbstractHumans make plans with remarkable flexibility by leveraging symbolic representations. How are these representations learned? We present a model that starts out with a language of low-level physical constraints and, by observing expert demonstrations, builds up a library of high-level concepts that afford planning and action understanding. We demonstrate its versatility through experiments inspired by developmental psychology literature.

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