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Three ways AI world models represent the world

The Turing Post’s guide groups world models by generated observations, compact latent states and explicit object-and-space structures.

Yann LeCunYL
1 Source, 1h ago, first seen 1h ago

TLDR

The Turing Post lays out three approaches to AI world models: predicting what comes next as an image, video frame or token sequence; compressing the world into an internal state and predicting how it changes; or explicitly representing objects, positions and interactions. Its guide cites Dreamer 4 and Nvidia’s Cosmos-Predict2.5 as examples of the first approach, JEPA and MuZero of the second, and Atlas of the third.

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1 Source, first seen 1h ago

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Combined views

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27 reposts

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Yann LeCun@ylecunRT @TheTuringPost: What does the world look like inside an AI model? Here are 3 world model architectures based on how they represent the…2h
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    Yann LeCun@ylecunRT @TheTuringPost: What does the world look like inside an AI model? Here are 3 world model architectures based on how they represent the…2h
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