# Adversarial generation method for smart contract fuzz testing seeds guided by chain-based LLM

> Research article (Automated Software Engineering, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4405938844](https://www.wikidata.org/wiki/openalex:W4405938844)  
**Source**: https://4ort.xyz/entity/adversarial-generation-method-for-smart-contract-fuzz-testing-seeds-guided-by-chain-based-llm