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arXiv — cs.AI preprintsInternational21 October 2026

From Proposal to Execution: Modeling Interaction Semantics in Shared Autonomy

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arXiv:2610.25496v2 Announce Type: replace Abstract: In many human-AI systems, candidate actions are not executed directly but are first evaluated by another decision-making entity under a potentially different objective or decision model. Standard decision-theoretic frameworks do not require this interaction to be represented explicitly, as they define transition dynamics directly over state-action pairs, allowing evaluation to be absorbed within the transition model. We introduce a semantics-aware decision framework in which a candidate action is proposed, evaluated under an interaction conte
— arXiv — cs.AI preprints

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