@article{beyondmessagepassingasymbolicalternative, title = {Beyond Message Passing: A Symbolic Alternative for Expressive and Interpretable Graph Learning}, author = {Chuqin Geng and Li Zhang and Haolin Ye and Ziyu Zhao and Yuhe Jiang and Tara Saba and Xinyu Wang and Xujie Si}, year = {2026}, eprint = {2602.16947}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.16947}, }