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Stateful Harness: Separating World State Evolution from Video Rendering to Support Rule-Governed Interaction

HuggingFace Daily Papers

The paper proposes the Stateful Harness framework, which separates world evolution from video rendering, using a frozen video model to render events and write back the world state, in order to support rule-governed interaction with hidden state. The authors build the WorldState-Bench benchmark, containing 50 counterfactual twin pairs that share an initial frame and action but differ in hidden state and required outcome.

Part of the event: Proposes the Stateful Harness framework and the WorldState-Bench benchmark

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