AI × CryptoBullisharXiv – CS AI · 9h ago7/10
🤖
AttackPathGNN: Cross-function vulnerability detection in smart contracts using state interference graphs and conjunction pooling
Researchers introduce AttackPathGNN, a graph neural network that detects smart contract vulnerabilities by analyzing relationships between functions rather than isolated code patterns. The method achieves 92.3% F1 score on test datasets and identifies exploits like reentrancy that existing detectors miss, addressing security gaps exposed by historical attacks like The DAO.