@article{revealingcombinatorialreasoningofgnnsvia, title = {Revealing Combinatorial Reasoning of GNNs via Graph Concept Bottleneck Layer}, author = {Yue Niu and Zhaokai Sun and Jiayi Yang and Xiaofeng Cao and Rui Fan and Xin Sun and Hanli Wang and Wei Ye}, year = {2026}, eprint = {2603.02025}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.02025}, }