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Quantum Tug-of-War Model Explores Contextual Probability

This paper introduces a quantum-like extension of the Tug-of-War (QTOW) decision-making model to address context dependence in decision-making that challenges classical probability theory. The QTOW model utilizes a qutrit internal state and conservation-preserving updates to represent decision, learning, and probing operations within a single state space. The authors propose that contextual probability emerges as a signature of minimal decision dynamics, with quantum probability offering a more compact and memory-efficient realization of this structure. AI

RANK_REASON The cluster contains a single academic paper published on arXiv, detailing a new theoretical model. [lever_c_demoted from research: ic=1 ai=0.4]

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Quantum Tug-of-War Model Explores Contextual Probability

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  1. arXiv cs.AI TIER_1 English(EN) · Song-Ju Kim ·

    Minimal Decision Dynamics and Contextual Probability: A Quantum Tug-of-War Model

    arXiv:2601.10034v2 Announce Type: cross Abstract: Decision making often exhibits context dependence that challenges classical probability theory. This paper develops a quantum-like extension of the Tug-of-War (QTOW) decision-making model to clarify when such context dependence ca…