@article{mindthegaplearningmodalityagnosticrepres, title = {Mind the Gap: Learning Modality-Agnostic Representations with a Cross-Modality UNet}, author = {Xin Niu and Enyi Li and Jinchao Liu and Yan Wang and Margarita Osadchy and Yongchun Fang}, year = {2026}, eprint = {2605.16887}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.16887}, }