@article{beyondmambaenhancingstatespacemodelswith,
  title = {Beyond Mamba: Enhancing State-space Models with Deformable Dilated Convolutions for Multi-scale Traffic Object Detection},
  author = {Jun Li and Yingying Shi and Zhixuan Ruan and Nan Guo and Jianhua Xu},
  year = {2026},
  eprint = {2604.08038},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.08038},
}