ConceptIntrinsic Dynamics
Intrinsic Dynamics
The essential relationship between actions and their consequences. It is the core knowledge a world model needs to learn, as distinguished from visual distractor factors that are irrelevant to control. Capturing intrinsic dynamics allows a model to represent how its own actions affect future states rather than merely modeling passively observed visual variation.
Timeline (last 90 days)
Oct 16
The study theoretically derives that when the encoder merges the distinguishable outcomes of different actions under the same state as well as different appearances, a positive lower bound exists on the squared inverse prediction error.
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