DeepTx: Real-Time Transaction Risk Analysis via Multi-Modal Features and LLM Reasoning

Yixuan Liu, Xinlei Li, Yi Li

Phishing attacks in Web3 ecosystems are increasingly sophisticated, exploiting deceptive contract logic, malicious frontend scripts, and token approval patterns. We present DeepTx,…