@article{ltmsformeralocaltrendawareattentionandmo, title = {LTMSformer: A Local Trend-Aware Attention and Motion State Encoding Transformer for Multi-Agent Trajectory Prediction}, author = {Yixin Yan and Yang Li and Yuanfan Wang and Xiaozhou Zhou and Beihao Xia and Manjiang Hu and Hongmao Qin}, year = {2025}, eprint = {2507.04634}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.04634}, }