@article{dualmambafornodespecificrepresentationle, title = {Dual Mamba for Node-Specific Representation Learning: Tackling Over-Smoothing with Selective State Space Modeling}, author = {Xin He and Yili Wang and Yiwei Dai and Xin Wang}, year = {2025}, eprint = {2511.06756}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.06756}, }