@article{beyondparameterfinetuningtesttimereprese, title = {Beyond Parameter Finetuning: Test-Time Representation Refinement for Node Classification}, author = {Jiaxin Zhang and Yiqi Wang and Siwei Wang and Xihong Yang and Yu Shi and Xinwang Liu and En Zhu}, year = {2026}, eprint = {2601.21615}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.21615}, }