@inproceedings{discovladiscrepancyreductioninvision1, title = {DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text Retrieval}, author = {Leqi Shen and Guoqiang Gong and Tianxiang Hao and Tao He and Yifeng Zhang and Pengzhang Liu and Sicheng Zhao and Jungong Han and Guiguang Ding}, year = {2025}, booktitle = {CVPR 2025 1}, eprint = {2506.08887}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.08887v1}, }