@article{bridgeshieldenhancingsecurityforcrosscha, title = {BridgeShield: Enhancing Security for Cross-chain Bridge Applications via Heterogeneous Graph Mining}, author = {Dan Lin and Shunfeng Lu and Ziyan Liu and Jiajing Wu and Junyuan Fang and Kaixin Lin and Bowen Song and Zibin Zheng}, year = {2025}, eprint = {2508.20517}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.20517}, }