ShipTraj-R1: Reinforcing Ship Trajectory Prediction in Large Language Models via Group Relative Policy Optimization

Researchers propose ShipTraj-R1, a novel LLM-based framework using group relative policy optimization (GRPO) for ship trajectory prediction. The system reformulates trajectory prediction as a text-to-text generation problem and demonstrates superior performance compared to existing deep learning baselines on real-world maritime datasets.