@article{dvlarlduallevelvisionlanguagealignmentwi, title = {DVLA-RL: Dual-Level Vision-Language Alignment with Reinforcement Learning Gating for Few-Shot Learning}, author = {Wenhao Li and Xianjing Meng and Qiangchang Wang and Zhongyi Han and Zhibin Wu and Yilong Yin}, year = {2026}, eprint = {2602.00795}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00795}, }