@article{consistencydrivencoevolutionforselfsuper, title = {Consistency-Driven Co-Evolution for Self-Supervised Cross-Representation Learning}, author = {Xuehang Guo and Pengyuan Li and Tom Hope and Tirthankar Ghosal and Manling Li and Qingyun Wang}, year = {2026}, eprint = {2608.04926}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.04926}, }