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The Hong Kong University of Science and Technology (Guangzhou)
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Maritime navigation gets a brain boost: NaviMind's neuro-symbolic approach leaps beyond pattern matching to achieve regulation-compliant, interpretable decision-making for autonomous surface vessels.
Achieve up to 102% Sharpe Ratio improvement and 17.5% directional accuracy gain by unifying event-centric data construction and decision-oriented fine-tuning with a hierarchical gated reward model.