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A novel hierarchical decision-making and planning framework is presented, underpinned by a Spatiotemporal Attention Mechanism that adaptively weights and integrates macro-scale traffic flow information with micro-scale vehicle kinematics, offering a transparent and robust solution for intelligent vehicle decision-makin...
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