LATIDIA · Ciberseguridad

La solidez cumple con los LLM: un enfoque basado en transformadores para la detección de vulnerabilidades de contratos inteligentes

arXiv:2609.27091v1 Tipo de anuncio: nuevo Resumen: La creciente adopción de tecnologías blockchain, particularmente la plataforma Ethereum, ha amplificado el papel crítico de los contratos inteligentes en las aplicaciones descentralizadas. Howev

La noticia

arXiv:2609.27091v1 Announce Type: new Abstract: The growing adoption of blockchain technologies, particularly the Ethereum platform, has amplified the critical role of smart contracts in decentralized applications. However, the increasing complexity and financial value of these contracts make them prime targets for cyber attacks. In this work, we present a transformer-based approach for the detection of vulnerabilities in smart contract fragments written in Solidity. Leveraging the representational power of pre-trained Large Language Models (LLMs), we construct a robust pipeline that includes the definition of a ground truth dataset, labeling code fragments as vulnerable or safe. We then fine-tune a BERT-based architecture on this dataset, enabling the model to capture the syntactic