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CorrRisk-WM, a planning-oriented partial world model coupling environment evolution with supervised intrusion and near-miss prediction over bounded candidate-trajectory corridors, supports coupling environment evolution with candidate-conditioned geometric reasoning for risk prediction and safety-oriented candidate selection.
