BridgeShield: Risk-Aware Graph Modeling for Cross-Chain Bridge Attack Detection.

arXiv:2508.20517v2 Announce Type: replace-cross Abstract: Cross-chain bridges enable asset and state transfers across heterogeneous blockchains, but their complex cross-domain interactions introduce new attack surfaces that are difficult to monitor using tradi