@article{graphshapergeometryawarealignmentforimpr, title = {GraphShaper: Geometry-aware Alignment for Improving Transfer Learning in Text-Attributed Graphs}, author = {Heng Zhang and Tianyi Zhang and Yuling Shi and Xiaodong Gu and Yaomin Shen and Haochen You and Zijian Zhang and Yilei Yuan and Jin Huang}, year = {2025}, eprint = {2510.12085}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.12085}, }