@article{scalinggraphllmwithbileveloptimizedspars, title = {Scaling GraphLLM with Bilevel-Optimized Sparse Querying}, author = {Yangzhe Peng and Haiquan Qiu and Quanming Yao and Kun He}, year = {2026}, eprint = {2602.09038}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.09038}, }