@article{beyondonesizefitsalladaptivesubgraphdeno, title = {Beyond One-Size-Fits-All: Adaptive Subgraph Denoising for Zero-Shot Graph Learning with Large Language Models}, author = {Fengzhi Li and Liang Zhang and Yuan Zuo and Ruiqing Zhao and YanSong Liu and Yunfei Ma and Fanyu Meng and Junlan Feng}, year = {2026}, eprint = {2603.02938}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.02938}, }